{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import healpy as hp\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from matplotlib.colors import LogNorm\n",
    "import h5py\n",
    "\n",
    "from astropy.io import fits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read the map data for the Polar Caps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The maps are stored in two HEALPix fits files (Nside 128): \n",
    "## 1. 'PolarCaps/Ncloud_maps.fits': Contains 2 maps stored as an HDU extension BinTable. First column holds the N_clouds map (fig. 4 of paper) and Second column holds the column-density-weighted N_c map (Fig 7 of paper)\n",
    "## 2. 'PolarCaps/NHI_cloud_maps.fits': Contains 3 column density maps stored in an HDU extension BinTable. First column is NHI from all clouds in the velocity range [-70,70] km/s. Second column is NHI of clouds in the LVC range (Fig 6 top right). Third column is NHI of clouds in the IVC range (Fig 6, bottom right)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pubdatadir = 'PolarCaps/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read using healpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NSIDE = 128\n",
      "ORDERING = NESTED in fits file\n",
      "INDXSCHM = EXPLICIT\n",
      "NSIDE = 128\n",
      "ORDERING = NESTED in fits file\n",
      "INDXSCHM = EXPLICIT\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Nclouds_map = hp.read_map(pubdatadir+'Ncloud_maps.fits',field=0,nest=True)\n",
    "Nc_map = hp.read_map(pubdatadir+'Ncloud_maps.fits',field=1,nest=True)\n",
    "\n",
    "hp.orthview(Nclouds_map, rot = [0,90,90], nest=True,\\\n",
    "            unit = '$N_{clouds}$', title = 'Number of clouds in Polar Caps')\n",
    "plt.show()\n",
    "hp.orthview(Nc_map, rot = [0,90,90],nest=True, \\\n",
    "            unit = '$\\mathcal{N}_c$', title = 'Column-density-weighted number of clouds')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Map contents can also be read using astropy's fits.open:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<astropy.io.fits.hdu.image.PrimaryHDU object at 0x7ff3e734ccd0>, <astropy.io.fits.hdu.table.BinTableHDU object at 0x7ff3e734cad0>]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "XTENSION= 'BINTABLE'           / binary table extension                         \n",
       "BITPIX  =                    8 / array data type                                \n",
       "NAXIS   =                    2 / number of array dimensions                     \n",
       "NAXIS1  =                   16 / length of dimension 1                          \n",
       "NAXIS2  =                83374 / length of dimension 2                          \n",
       "PCOUNT  =                    0 / number of group parameters                     \n",
       "GCOUNT  =                    1 / number of groups                               \n",
       "TFIELDS =                    4 / number of table fields                         \n",
       "TTYPE1  = 'PIXEL   '                                                            \n",
       "TFORM1  = 'J       '                                                            \n",
       "TTYPE2  = 'NHI_clouds'                                                          \n",
       "TFORM2  = 'E       '                                                            \n",
       "TUNIT2  = 'cm^-2   '                                                            \n",
       "TTYPE3  = 'NHI_IVC '                                                            \n",
       "TFORM3  = 'E       '                                                            \n",
       "TUNIT3  = 'cm^-2   '                                                            \n",
       "TTYPE4  = 'NHI_LVC '                                                            \n",
       "TFORM4  = 'E       '                                                            \n",
       "TUNIT4  = 'cm^-2   '                                                            \n",
       "PIXTYPE = 'HEALPIX '           / HEALPIX pixelisation                           \n",
       "ORDERING= 'NESTED  '           / Pixel ordering scheme, either RING or NESTED   \n",
       "COORDSYS= 'G       '           / Ecliptic, Galactic or Celestial (equatorial)   \n",
       "EXTNAME = 'xtension'           / name of this binary table extension            \n",
       "NSIDE   =                  128 / Resolution parameter of HEALPIX                \n",
       "INDXSCHM= 'EXPLICIT'           / Indexing: IMPLICIT or EXPLICIT                 \n",
       "OBJECT  = 'PARTIAL '           / Sky coverage, either FULLSKY or PARTIAL        "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hdulist = fits.open(pubdatadir+'NHI_cloud_maps.fits')\n",
    "print hdulist\n",
    "hdulist[1].header"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data on individual cloud properties\n",
    "## The hdf5 file 'PolarCaps/clouds_db.hdf5' holds properties of the entire sample  of  clouds  (including  velocities  excluded from the analysis in Section 4 of the paper). The file contains 6 columns (arrays) of size 477711. Each element of the array corresponds to a distinct cloud identified within the sky region.\n",
    "\n",
    "## The columns are:\n",
    "### cloudNH: cloud column density\n",
    "### Ngaussians: the number of Gaussian components that belong to this cloud. Can be used to discard 'spurious' clouds with too few Gaussian components.\n",
    "### Nmaxima: the number of peaks in the cloud spectrum. Can be used to investigate unresolved velocity structure.\n",
    "### centroids: centroid velocity of the cloud spectrum, eq. 2\n",
    "### hpxpix: the HEALPix pixel where the cloud is located. Nested ordering, Nside 128.\n",
    "### std: second moment of the cloud spectrum, eq. 3. Can be used as estimate of breadth (in velocity) of cloud spectrum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = h5py.File(datadir+'clouds_db.hdf5', 'r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explore the datafile contents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attributes:\n",
      "[(u'Nside', 128), (u'NEST', True)]\n",
      "Data structure:\n",
      "clouds\n",
      "clouds/Ngaussians\n",
      "clouds/Nmaxima\n",
      "clouds/centroids\n",
      "clouds/cloudNH\n",
      "clouds/hpxpix\n",
      "clouds/std\n"
     ]
    }
   ],
   "source": [
    "def printname(name):\n",
    "    print(name)\n",
    "\n",
    "print 'Attributes:'\n",
    "print f['clouds'].attrs.items()\n",
    "\n",
    "print 'Data structure:'\n",
    "f.visit(printname)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(477711,)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f['clouds']['Nmaxima'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Make Nclouds map counting clouds at all velocities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "Nside_low = f['clouds'].attrs['Nside']\n",
    "\n",
    "Ncmap_all = np.zeros(hp.nside2npix(Nside_low))+hp.pixelfunc.UNSEEN\n",
    "\n",
    "# find unique pixels with cloud info\n",
    "uniquepix = np.unique(f['clouds']['hpxpix'][:])\n",
    "\n",
    "# Count number of clouds in each pixel\n",
    "for ii,ipix in enumerate(uniquepix):\n",
    "    \n",
    "    condition = f['clouds']['hpxpix'][:]==ipix\n",
    "    N = len(f['clouds']['hpxpix'][:][condition])\n",
    "    Ncmap_all[int(ipix)] = N\n",
    "    \n",
    "    # Keep track of progress\n",
    "    print '{0} out of {1}\\r'.format(ii,len(uniquepix)),\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hp.orthview(Ncmap_all, rot = [0,90], nest=True, \\\n",
    "            unit = 'Number of clouds per pixel', title = 'Number of clouds within [-300,300] km/s')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's apply the velocity cut to exclude HVCs, and also discard clouds with too few Gaussian components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "83373 out of 83374\r"
     ]
    }
   ],
   "source": [
    "# Define an array to populate with values for each healpix pixel of the sky footprint\n",
    "Ncmap = np.zeros(hp.nside2npix(Nside_low))+hp.pixelfunc.UNSEEN\n",
    "\n",
    "# find unique pixels with cloud info\n",
    "uniquepix = np.unique(f['clouds']['hpxpix'][:])\n",
    "\n",
    "# Set the velocity range of interest (can be any set of values from -300 to 300 km/s)\n",
    "vmin, vmax = -70.851, 69.563 # these are the velocities that correspond to the nearest channels in the Hi4PI data\n",
    "\n",
    "# Select clouds within the specified velocity range\n",
    "cloud_centroid_in_range = np.logical_and(vmin <= f['clouds']['centroids'][:], f['clouds']['centroids'][:] <= vmax)\n",
    "\n",
    "# Set a lower limit on the number of Gaussians that a cloud can have and still be considered non-spurious\n",
    "Ngauscut = 20\n",
    "# Select clouds above this threshold\n",
    "clouds_above_Ngauscut = f['clouds']['Ngaussians'][:] >= Ngauscut\n",
    "\n",
    "# Count number of clouds in each healpix pixel\n",
    "for ii,ipix in enumerate(uniquepix):\n",
    "    \n",
    "    # Find the indices where clouds of this pixel exist in the original dataset\n",
    "    clouds_in_pixel = f['clouds']['hpxpix'][:]==ipix\n",
    "    \n",
    "    # Select only clouds that satisfy all cuts\n",
    "    condition = np.logical_and(np.logical_and(cloud_centroid_in_range,clouds_in_pixel), clouds_above_Ngauscut)\n",
    "    \n",
    "    # Count the number of clouds in this pixel that satisfy the cuts\n",
    "    N = len(f['clouds']['hpxpix'][:][condition])\n",
    "    # Save the value in the Ncmap array\n",
    "    Ncmap[int(ipix)] = N\n",
    "    \n",
    "    # Keep track of progress\n",
    "    print '{0} out of {1}\\r'.format(ii,len(uniquepix)),"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# This is the version of the Nc map that was published"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = plt.get_cmap('viridis', 7)\n",
    "\n",
    "hp.orthview(Ncmap, rot = [0,90,90], nest=True, \\\n",
    "            unit = r'N$\\rm _{clouds}$', title = 'Number of clouds within [-70,70] km/s')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sanity check: for the selected velocity range, the Ncmap we just made should exactly match the Nclouds map that's provided in healpix fits format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hp.orthview(Nclouds_map-Ncmap, rot = [0,90,90], nest=True, \\\n",
    "            unit = r'Nc-N$\\rm _{clouds}$', title = 'Number of clouds within [-70,70] km/s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "f.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explore data in the BICEP field"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read the HI column density map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NSIDE = 128\n",
      "ORDERING = NESTED in fits file\n",
      "INDXSCHM = EXPLICIT\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "NHI_clouds = hp.read_map('BICEP/NHI_cloud_maps.fits', field = 0, nest=True)\n",
    "\n",
    "hp.orthview(NHI_clouds,rot = [0,90,90],nest=True, unit = '$N_{HI} (cm^{-2})$')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read the Nc map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NSIDE = 128\n",
      "ORDERING = NESTED in fits file\n",
      "INDXSCHM = EXPLICIT\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Nc = hp.read_map('BICEP/Ncloud_maps.fits', field = 1, nest=True)\n",
    "\n",
    "hp.orthview(Nc,rot = [0,90,90],nest=True, unit = '$\\mathcal{N}_{c} $')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Open file with information on individual clouds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "pubdatadir = 'BICEP/'\n",
    "\n",
    "f = h5py.File(pubdatadir+'clouds_db.hdf5', 'r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot cloud centroid vs second moment of cloud spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UPSxzThWF0qaVOG0ZhDJHXZGqO+eq26Nx9ZhUUideEVEZiiPjMFCbeGYdtgAnzAsmlWXTgtnkhZ1PRuMOnhIc2IunhPDO7Qdic0ibcb3tN3LRo/sXRON+uuvIgeUn9hT39/7pE4cNLM++KXw+qWOyHr79bOz03nZCeG7HHRueSxoS/Jr59w8sP7M/mKFO6nosGrelb+bA8u4Dwak6qy024z3XG+bx2F5TQqQt/hwf7w7P6aldsfnLMr09HLdjbzDldPcUJ5r19cUybG9v+FznzQkmue6e2Im+rycYS3r3h2O6ZsbPrHtHmIfujb8zlrY9tWVpTTbrtGDyEhOy3LY3NjW17QvrBzrCd1OTKRyYbkxo02JzmrSH9Y7Hwud4ILET7T8omHfn3lNsRNp1eDaP9f/8eXrWP9kwp7dNce0l82lcN9RBInIF8AZgk6q+MN92NQwY3+YC21T1xBrHPgbsJCvp06uqp1SYp+M4jtNESjUMEZkCfEpV/2LYJxY5C9gFfL3/hZHs/1/AdlX9ZI19jwGnqOpz6b4yJltYbavX3B9OX4IirSfVFK9fH+QX6yztXhJLYwdmBen2yOWbKGJOR5Cyj5gRHJiP7IorDP7iwaBhHPXNIMGlhfTqYZCGcUo454JFQaPqTaRvkfC3u21bcegnO8IznPFEEGmnbY7/9uc+GqTxMk22qEd4GiL6zKlBmp/7q/DMnntRLFZ3GCUtDZe1pUzmPmju97higXimCfhPOyz2zAnP0BZftMmIMFSJjkBZd8MqbDo91mqtxlq1tE7VsNqU/hI8v/i//8yurQ3QMFS1L3dyDxtVvU1EltfaJyICXAj8Rj3ndhzHcUafKiaptSJyA3ANMPA6HWG12lcAz6jqrwr2K7BKMhFqhapeOoJrjXvqKbVcj7ZRbzexohIQqWRaViStSBJaQ6J5hMrfzHgqSIgH2mPpe6/5aj++KUhxC+bG8ZM9vbX/BFJ/gS1uaLv5pUXrqmLvd/c/xoX02jqCNL7P2PBnTY/n1GY0jO1tIXDzwK74OXdtCOcok/Qh2MXn3xy2pv47G9JZltR26I1BY7OStC3ZDrHUb1ws2Yy2hue+e5kVgmPNwWoV248Ny11Px98LG2abJglaikqkp2VcZpplO27jK+OSNjb81j7PzmPjQoyrtoTnOavO8O2qpdT7faNtfdVT7aq8MOYBm4m1gZFWq30b8M2S/S9X1Q0isgi4SUQeUNXbag0UkYuBiwHmzCl2wDmO4zgjo8oL4zJVjapTicjL672giLQDbwZeUjRGVTfkvzeJyErgpUDNF0aufVwKmQ+j3nm1MqPlm6h6ndJxF9SOMoNyDahIEkolWJsoZss+7JsTf/QHOsO4rmlhHtbuD9Bnktr29gXJfEtSGqRrUZAel/yHEYPPYsRM25YkCT7PlGafFWzaj2+Opdu5M4P/5cC+8CzSCJ+9C8Oz2PNM2JdK+nsWmbLqpsS8LWuR8uyJQdtKk+TmGYnbJqQNktJN0uaGs+JnMfOJMCeb1LcvKbDYsyvc/4EOU948qdg+dUc4vy1lkibk9RrV4dAbi/0UNhFwys1Bc1hCid/H7CtrTlWmkdfzPyHV+M/M/W8P3F+9kWqVPIx/qbitKq8BHlDV9bV2isgMEZnVvwycAwy/q7vjOI7TUAo1DBE5A3gZsDDJxZgNFAcwh+O/CZwNLBCR9cDHVPVy4K0k5igRWUqmyZwLLAZWZn5x2oFvqOr3hnNTI2E8lxkfrflWjd4YJNFUbKBU1JQGYNfSIDJau/BT58Q2427zFe0mSHd7umIj+Zw5oaHSFqNtvGDe09G4rd2hjMYjbwvnfuVT1IW9x6/NTeLt9wbJcndXkDinJeXNt+wwBSf2BdkvzRVgimmatDjs7HwmHrZsVW07e9qsyEZTWdJII6tJWO3lQCI427IcHVvjfTZqKs68SPJujDLbtdFcK/kP17klaDNp+Q7L/PvDhe19WH9LfoWBJauVpVgtbZ/xj9ya2E1sdNbqm+N9ZX8/VSjKTWtUA6UOMp9OO3Euxg7ggqFOrKpvK9j+zhrbNgDn5suPAi8e6vyO4zjO6FL4wlDVW4FbReRrrVjKvFmMN61ipDRaoyrKlIfYPtszSBoLmoQ9Lo1Ttz4MaxdO4/fFVEWfsitIhX1pNNW+IHVNmxok+K374sJ8B3UFf8Ge56plvZcRSYj/flK0z0Y/bdoaZLXOzuKIrPbtQeKevjn2A+w+LDyMDlMFfv/seJzN5u8yDYCs/wHi524LJ1p/BsDsx8J1dxvhNm1qtP5VtkQ6Mc+FOe48Kpxvyu74c5xuxvWaj25QFrSpgLBncXGUVPve8F21mtPMuDp+YR7KoPwMo213zy32TdgihWVRkNQxLmUgEuzONZXGQzUfxmUiMvBNEpGDROT7la/gOI7jTAiqvDAWqOqAXKKqW4FFJeMdx3GcCUiVsNoDInKYqj4BAx34JmT4akojzDWt7kSvOqey+7AmJOtYG+xkCw69LmLWPBRUdmsamX95rC7bhKqqXdwssjv+yncsMCYFkySXhtVap/f+RcbUFtdGrIx9hg8/G9thOg4PobQzTbLeM08kxRFN/woWhjntOigpfLc73JftSzFzY+xst0Uuy7Bd4ezns5DiohCL7wzntscDdD5tCvMlJqkdx4Q5tpt+GLaAH8C+ueEcnc+EfbuSfqG7l9WWkW2veBjswO+nJzEndZiqM9H3MfluWme57fqXmq7OKDHpFpXPSccV/U1bkzAYB7t21xhdmyovjI8Cq0Xk1nz9LPJEOcdxHGfyMGR5cwARWUBWlEGANcMtCjhajOfig62uiTSaqo65oj7EUK5t7DSd+tpNFe8dx8WhqbYk9fzlIaYzLfTXNS1InM9uC1ldbx9G0pPF3v9DX3lptG/2wUHD2Lkt6GK6Jw4llU7jzH7ChN9ujTUMm1A3tTv8vacahZWerXN43to41rWo1H3aPa6o5EcaVmuLIKYawf5ZYd/sX4Xz7UumYCuw25IxO5OOjVb7sKVGZjxV/H+wKIwYYm3JBhFYhz8UtyhIsX/7hRpByTHDof87OJye3kP6MPJCga8DTlbV7wBdIvLSIQ5zHMdxJhhVTFJfIstO+Q3gk2R9Kq5jnHXda3UJvhXnNFYUFTOEWKuwEvHrj46LCtoy6FbysxoFxHbx7btCWOihC7ZF457bZXwaWkkYq0xaymN3dxpbmjM11mbaNwQJNGrekwjEVtKfuSHYz1NfgvVH2GS9VKOwCW+2fHhq99+zKDxPG+qa+gs2nxDm3r47frYHRYqo1QLicbZsiC0qmIbV7jgqLHc+SyG2bIh9TmmIcaf5DnaaXWlSoOkJFn2/B/XZNv6IDmIN8IyCxL16y6DXE1Zb5YVxmqqeLCI/hyxKSkSG7210HMdxxjVVXhj780ZKCiAiC7H58OOEiSLBt7qmVHV+VeeeljefYqJKXnlWkM5ufHhmNK5vTm2JO22d2dcZpFbrIXh6+6xo3OyuIJn37At/NvU2sbJSZufhcZtX26a0Z4vRAjqK/+zaTS5cb/woIh9BTyQRx+ezpS3svtTXsWdemJOV5tMIIqtVHH597VLnECca7p0f+xKsn2HvIWEe7Vvjf10zHzfzMI21OpIOum0mwc8WPdxyfOwfsppJm9He0hI0NnHR+tHKovus1rz6PiozqNR/BcoSaafcl393hxElVSUP4wvASmCxiPwDsBr4x8pXcBzHcSYEQ2oYqnqViPwMeHW+6XxVvb/sGCfQzNIb9V6rmVpK1euWNVcqyutI99nzpZ1QNv3RywaWbdz7vrlx+Yq+6UGi3b/QlNeYHktjvX2mfPaBIHHW+/ysX2BfT1L8zZQG0elBCp7+RGwJ1vYwrq0khcL6GWxJeNuiFGDOVbcPLBfF/AP0mNartklSWrbcRiQ9+rtBq5i6q9j/MKU4IIn5d4R/V2lZDxuFtX9mccSTvfazJ5lCjE/XGp1f13x/Ui3KlkW348raupZRFiVl465sifSyvxG7L/UH9l/rvhVR94pSqpikIMuz6jdLdQ4x1nEcx5mADPnCEJG/Bd5CFhklwFdF5BpV/ftmT268ULUx0HCOq2dc1ZaqjdYqqhZFKyvPvKZAYkrtrpayaKpFX/rJwPLTHwzaRkcc/BTF/dvWprt6Y2utzA123kWmzeuaa2PprqzpjcXmLPTuj+3narLRpy8ISSS9M+Jzz3koLPcY03qqbdjcizlXheeSluMuKs9ttRKItYqyFq2xj8QUgEyCwKy/oH1nrDl0HxzmbiOX9iyOtaNFPw3LPSbTPdVm7LOx+SppXoedk/VNpJni9llY/4YtFZ+yyUSgpX6kNdeGL+iAj6EGUZbHBUn0k/1bMPsGaz3Dby9cRcN4G3CSalY0XUQ+BdwN+AvDcRxnElHF6f0YYA2/04BHmjIbx3Ecp2UZsjSIiPwnWZLeTWQ+jN8ki5TaBKCq72/yHCvT6NIgzXYiFzmBq5o1JirWDJWamuxzso7jtCyFNcOUYY97zrSlaD8sLgrXNT2o7x3twSDw+jtiJ3pVrEPzsT+IzRK2H8b+nWGcLSII0LHVJtCF7anT98irQ0aZDWm1znAYXAKk1jHpcTasNj3f9qNq9w9PzTp2vmUOcUtbb/G6PSYNq526o3YZkjLTlQ0PtmVmyrDhthAXGUy/05Zm/h8oKjUynNIgVUxSK/Offm6pNj3HcRxnIlGp+ODAYJGDgENVdV3zplQ/ZRpGo0NJWz2BbjxTNfzWjksdtuecECQ6WyakTAqOeFEsmu43jumDZgcH+Lw3PBSNq/pdWLUuOIufelPspW6fGjSY3s1BXJ62KdYwLFaCt/2zIZaqywruWQes1bzSkh9WWraO3t4kftJK/daJnJbr2HdQuG7bvljQnb8uzHHLC8K+o6+KS3Q8+fowD9sjPC2XnhY+LJpT96Fh8jN/HXamAQW2yKAtB2Id9BD3n7eUadBlmkhVi0cVGl188BYRmS0i84BfkEVJfW5YM3Icx3HGPVV8GD9X1ZNE5L1k2sXHRGSdqp4wOlOszngub94KNDr8thnhvEX+jTRk0JaCLkuGsolYT58e5CeJq1Mz/fkh3HHhzCBht7/miWhcPfd45XGxeNvXHdZlb9AqOjfEGoYt4md9Nl0r74jPV1CwMS2QZ7Uve750nC33/cypxT4cW2Z823FBgJ2SlGexIbLLbon/H9lr2yKS++LKLSz7Ue3kuh3Li7Uyq3nZciIQaym26VQ6zvYntz3Ny8qbF/UBT3nlWbFmV+bbsxSVAyk6pqEaBtAuIkuAC4H/qnJSABG5QkQ2ici9ZtvHReQpEVmb/5xbcOzrRORBEXlYRD5S9ZqO4zhO86ji9P4k8H1gtareKSJHAr+qcNzXgC8CX0+2f15VP1t0UF7o8F/JorHWA3eKyA2q+ssK15zwjCffyXDmV1TOoFRLiRKWYmls9c3Vrmtt9R3bw3L38thYvdC0SrXtWhdWu8wgbLHEtufFoTd9+4Mc17HFlK94Jpa+bdnyHlsbJfHnzHooaEfbjiyOkrLn651ezbdpiwV2PR0LqVFZ9cfDuM4tsfS9a1vQArYdE58/9S30k0Y/PfWKIN0vuCec32oRMNi3UMTuQ2yjqXDM3F/Fc7elz61WkRYzXLKmdgJqqkXY7/utSctbm8hXjw8j1cL7r93Q0iCqeg1wjVl/FPidCsfdJiLLK88k8FLg4fw6iMi3gPMAf2E4juOMIVVrSTWSPxGRdwB3AX+mqmnw9zLgSbO+Hqhds2ASUlZeY6Qax1hqLEUx5/VGgxQdl0p0q9aF69oY++nr4/k8OysYzQ9dWDtfYTjYyKOdHXFSwf4pwc9iW5R2boml5ai8iMmHSMuRWzt5WooiJuyz2oEtqgdxqQzb8KjnoHh+1lexz2hA2xNLuPSZ8h+d8Tm6NoaxRT4RgJmPh2Xrtxg8p7DcviecI81dWXyniTozfpRUc7Bl2+1z7tgWj4vaq5YUdoy/t4kPY1M4rszSUJzLUVub2aVJ8csSqvgwGsmXgaOAE4GNwP+qMaaWzlioH4vIxSJyl4jc1d1dva674ziOMzxG9YWhqs+oap+qHgD+D5n5KWU9cKhZPwTYUHLOS1X1FFU9paurq7FK0MwGAAAgAElEQVQTdhzHcQYoNEmJyIfKDlTVYediiMgSVd2Yr74JqGVTuBM4RkSOAJ4C3gr8j+FeazQZK0d0qzu9G0Fardaq2FXNVdbZF5kGyOr297P/904fWN5xbGy66TJmI9vfe/agCq+7GS7d25OMN9NvQ41Il5Y/SRPq+kl7NliTynmHBG9xGmIM4bip3cGBa01QEJu/pj9n5rMxfmZ2vmVhtT3zwnFH3BDfkw3bteewlWYzTEiwcXS39RT3zbCdGNNe77ZXhi0bkvYjt+VprCmsc1M8rqi/SNop0vYkSSkO+IgpqlY73IS+WpT5MPqNtseR1ZK6IV//beC2oU4sIt8EzgYWiMh64GPA2SJyItmn+xhwST52KXCZqp6rqr0i8idkkVlTgCtUdRiNDB3HcZxmUPjCUNVPAIjIKuBkVd2Zr38cEzVVcvzbamy+vGDsBuBcs/5d4LtDXaNVmAyS/liROsOLtLlBhdUKzlfWCc1K7Fu2xjUleuaEecw+KEjpqdRfFZu8xYE4C026es24MI95a+NyGEWJi2nintWc7PPrSKTenrlBWrY9MGzv6xQbmpsm+NlEu7kPWod6/Mw6nwnrqTZjsZrJrsNiCX7hXWHZlns54rq4JIftCmgd+31JGLHVKmxor9Wu0vU0hNdSlKCXahS2xI0tbwPFSXj1Bob0az3y8OrCMSlVfBiHEbvX9wHLK1/BcRzHmRBUCav9N+CnIrKSzJT0JgYn4zkVGM3Od62u9VR9FmXj7L5XJsfbEEQrH6c+DIuV0m2yFsBu04Gv70BY/u2jd1EPVuKcNjtuZN2zLdjtrVQ9qMz4iadTi3mJ5mClYCvBphrBotuDBrPl+FDMr+tLscay4S9DB0Mrfaf2/e3HhuUDU8O1bLIfwPTNYX59SZlxG0q78/BwDhtuC7DtuHBOGzqbSva2gOFU89HNWF/s67D+CKuVQFw2xGpbRaXiIfZ7zEo+K5tkyQmxdl1Vqxju3/66FdW15CqJe/8gIv8NvCLf9C5V/fmwZuQ4juOMe6oUHzys1nZVfaLW9rHEiw9OPKrYYKH+ZjPWLmyl0Y1nxEX1ug8LfoVly0No0Ow/q6+nt/W5PPquZOfWsG/GU7UT16A4SqpMi7LPLJW+Nx9vNJueaqVBLNZnAXGpDOsT2bsgPs6WQU+1FNtsafeysG/euvhatuSHTTRMI8ZsJJONkkrnVERaEt4WYrRlQuz2lDR51FLVSlC1EGGVv5EVK1awYcOGhjVQupEQs9YJHAE8CLygygUcx3GciUEVk9SL7LqInEweDuuMDiP1TdTrL6hyTL3U688pLI1SEpdeVNgQYumsgyCNdT4TR0kdOCnUDdlmig9OX5R06DHxIWWfm5VG26fGFQqmbA5StfURpBqFPcf8y9dQRJGUufoTsSYy3xS7s1Fcqe/EYst9T9scS9/bjgnSvL0PbU8KApp9qY/AHtf5jG1QFM/DRnJZ7bBjWzzO+iNsoymbTwKxD8OWUk+LF9rnNN9odmnehY3Oss+9qhYBsUZoCxGWNRmLoweLNZuqDDvTW1XvJsvLcBzHcSYRQ2oYScZ3G3Ay8GzTZuQMYrSKCo5llnoztSgrcaVSW5HGMndRnK+x7fEg3e1fWlysrZ77mPGj2Jdg7elpUTyL1SpshFeay2A1k1SrsBS1Xl24Nr5fm31ttYq0uVCvcQNZ239ZifGdR8Y+jM5NQaa1TY3SgojW/9IW13KMsBqMzZvYcVQ8zkbJ9c4wn8Fz8dwjP5D5zmw+MlaBrE/DflY3Phx/VrZKfVlzpcI5EH/GUT7SWSP/+67iw7BZRb1kPo3rRnxlx3EcZ1xRxYfRn/E9K1vV+gLPHcdxnHFNFZPUC8mS9+bl688BF6nqyCtZOWNOqyf7VU1QSk1SRQ78qqaw1FQgfSa5zCTxpWGb55TMybL7b0Py296lsQ1l5qPhz7LNFMWzZheARQVdBdNyE9tNaRCb1GcTyMpITVy265wtQ2IT+iB2JJeZoayDeeqO2K0am7WCucr2z4bYmd070yQJJuGydk57Foc5dSZGduvotomFS26NS41Yc5Cd07JV8Tj7rO0ze336fTTLZT29z4i+Z8VmxjKa1Q/jUuBDqnq4qh4O/Fm+zXEcx5lEVEnc+4Wqvnioba3AbJmnp8mrgdaUlkeTVtccmk3R/ZeVSy/jGzp7YHnfsSHEdvZP4tLkb164Y2DZhjSmyXSb/ihI49tOjiXJ2ffVLsCXOp+LiAobEkvB1mGd9qe2pUJsmZCNr5wfjbNJfWWaQ6+p3G0d1vsSxSZN1rPYciBpiGwRscYS/38rChRItTc7R3vdNKGxKEGvLPDAaqVpgUFLveXIi77vRQl+d+gP2aFbGpa496iI/A2ZWQrg94FfVzm54ziOM3Go8sJ4N/AJ4Ntk7VNvA9JiBi3BzCXTOfOSySdN16IVtYqqWk8jxtlkprLEvSLScukdJ4blvXtDsGIa3slCc4yR9M9I5rfm2mDj3nbi7GjfzqOC5D/nl+FaqZZSlJB3623F4ZiL7ywum2GlZWtzT8ubW01k2vagHdgyHhCHBLeXNCGyoa7ptZasCfO1PoJUc7BlSey+VAPa/J4zCvcVzb3DhNimx9hnaH0TaQFIq+WVFRgso0hzKGsBUHR82bgyqkRJbQXeP+wzO47jOBOKshat38H2PUxQ1Tc2ZUbOhKER5T/qHReXwAjzWJ30biw6RyrNtx0ffA6yO/zZPHNqGjcSbNVFrTIhluCnPhefwyaNWYk7bf7UPdfeY5BuB5V6LyiwmJY33zMvGP9tBJGV8gF2LA+SvpXs22L3EAt/HjQJ22jK+iUA5t1f3KDJ+lxsmZCeg+Jx00w18c4t4brTtsWTSrWqftJnYT+DMp+IxZaOt0UOAQ7+/E8GllNt01KmNRdpFWXNw6pEGd634seFY1LKNIzPVj6L4ziOM+Epa9F6K4CIzAD2qOqBfH0KkFZcc1qAVoiMavYc6vFHVJ1HVZuubWrUO71kXGLHtljJt623+M/JSqoL18bSso2wWcVpZk8ceVNUYHF+iU/EkuZrdB8cpOyZj4dnkUYQPXuS8U08HrZ3PhOPs6XPDySPwpYesf6DKUlwUvve2trMtCSyyj5362PacU4cCXbojcHHZKPEUh+G9UfY52RLu0Pxd7CsVE1KkdactiMe7ve90XkYPwS6zHon8IPKV3Acx3EmBFVeGNNtOZB8uatkPAAicoWIbBKRe822z4jIAyKyTkRWikjNVFMReUxE7hGRtSJyV60xjuM4zuhSJax2t4icnJc1R0ReAuwZ4hiArwFfJO7/fRPwV6raKyKfBv4K+HDB8a9S1ecK9jk1aKYZqqqpqdl9MyJKemDUc/6yUiPWVNI3I5g/5ied3zg6LFoHc1q+YeNfByf6/llJhdanjUnFhK2mDlt7TtsbevXK4g5skXnp2NOifUWJe6lDeM5DYdmagmx/CYgd0T2xxSceZ8xO8++PbU2250f0LJK+Gbaf9tTusLwtqRprTUrTltZOkIT4Oe0+pNjRbftc2OS8NGhizUO1zX1pMl0alGGx38+y72ozqfLC+ABwjYhsyNeXAL871EGqepuILE+2rTKrtwMXVJum4ziOM9YMWRoEQESmAseRJe49oKr7hzik/7jlwH+p6iBRMA/bvVpV/73Gvl8DW8nCeleoaqXaVc3s6V1viKgTaAWnfL1EPbjPD8tzHowlXVsa5MaHQ22M1x8dF3m+fn2obpf2Yuh8NkjBaRE7S1GphzT81kq7NvQzDTlNy1n0k2oOvaYaii2bYTUAiBP5bMhtW+KwtmU40hBeq1XZAID0udhnUXaPVuOoGn6b7rPYZ2uTAtOSIWm5llrzhvizq7f393ADQxrd05v8BdEwvUdEPkrWW+OqgiEvV9UNIrIIuElEHlDV2wrOdTFwMcCcOXNqDXEcx3EaQKUXRiMRkYuANwCv1gL1RlU35L83ichK4KVkJUlqjb2UvHru0qVLh1aX6mS8ScTjWZovY6zuy0qS7b8ZJMk0lNTOb88HX1ZzO0CfKT7Y1hufw5bqtn6QVAOYY+zdqVYRXcvss2Gg1v4OsUZgS4mnyWpTgxIV+QTmrd0ajdu9LDgu7DmsvwFg/v1Bki4r2peWPrdYrcJSpDXVy6Cy6ktPrzmuSKOAJDw28VmUaRWWquG3ZTQ0rFZEXp7/bljOhYi8jszJ/UZV7S4YMyNv1tSfA3IODdRuHMdxnPoo0zC+ALwEWEPWx3tYiMg3gbOBBSKyHvgYWVTUNDIzE8Dtqvo+EVkKXKaq5wKLgZX5/nbgG6r6veFe3xl7GuH3KTvHaGobtgmRLRuRVs+xkq619afzW7UuJHbtObhYci4qZZFiJdrULh43hgpaRaoRzFsbljedPm9gObXH2zk996IpNY+BuHy6Tc6z5UQA9iwy/bgT/4bdZ/0WaTKh1Zzs/dvPDeJ7sf6MbcfEmoPVsPZ3BS0l1bZstNaiL4XyHyRJkHZOVquot7d9I3wYjS4Nsl9EvgosE5EvpDtVtbQgoaq+rcbmywvGbgDOzZcfBVqu14bjOM5kpzBKSkQWAK8BPg38bbpfVa9s7tSGTzOjpJzJjZXanjJlJKy/AeIcgPXnhOVj//Cn0TjrV9h4Rizd2mJ8NkIntW9XbRJlpduycdan0Ts9aAGpz8H6Otrj4K8IG/1ky4HY6CSI77Gqz8E+5/QcZRFORRqbLU0OsWZir5XmpFjsc0qj4sqaaVnGwt/YkCipPGnuWyJyv6r+omGzcxzHccYlVaKkNueRSi8nM9iuBv5UVdc3dWaO00JYKX3q6WeUjDQYmc22ZIU4czwtxrfl+GDvX7ImSMipRmCLBVptI42YsgUHy+zb15ooJFs8L5XSp3aH42yhvzT7um96uC/rt2jfGwuz55wQNKcbH67W2jSV9Gc9ZKOSQmRZGq005ebauSvp52NzSqz/paxFq73W6quS6xREsQ2ObqsWJTVW0YJVakl9FbgBWAosA76Tb3Mcx3EmEVVeGItU9auq2pv/fI2oEaXjOI4zGahiknpWRH4f+Ga+/jaguF6B40xArNr/7WeLHcLWVHL0McFqu+GJQwvPfWBq0mPB9Ly2TuCZxFjnaRxuHDtVzygIRb72nNgMs3BtSOCKi/bFpqttxwQTjQ0/Tftx9860vTzCuVMz0aru4B2fs/L2aJ8tt2FJQ31tz4oltxb/eypyZqdlTawpbN7aMN80nNdiTXxriMNqpxT2d69mgkopKz7YTBNVFQ3j3cCFwNPARrKCge9u2owcx3GclmRIDUNVnwC8f7fj5My/P0jLaYikdZ5ObQsSd1tvfI6ycFSbUGdDXVPJfF/kMC2WVFNneT9pAb+0VEg/NikOYNeSIM3PuSpoBGnHvh3LwzjrsN61NL5OVBY8OYfV4Oy4FFv08VZTTiXFztcmWaZJjFGIsdG25l++pvDcq+aG8+0/MdYa7fkb4bBuZae34ziO44x+8UHHGY9EdmIj2adF76wtvKs9SMRp7++yct/WHm+1mZRY4wgSfCpxRkljJQ16bLKeLSqY2u2tNP8t0wjK+l4g9ltsPj48gPSerPax7cikvEhB2GoaEmzLxS/aFJo/pXPfZTRAO499iVZiNREb+ppqQPa4qMf6uvh8VmN5fQMaf41VQdEhNQwROaLKNsdxHGdiU0XDuI7BxQevJStM6DSI8WzXnAzEJTWCJJlKxD3zg2R+6tzHB5Z/tvTIaNyMO6dQRBp51U9ZUcGyNp32SlGiWOJ/aT8xRBDZFq1W44G4MdRbjw7axpq1xSVJFt1cMAfixMA98+Li2JGP6AW125xCrIlYqT8t+bHfRElZzaasNEikbaQXXlQ7IS89Xz1FM1PfU9Wy5c2k8IUhIs8DXgDMEZE3m12zgem1j3Icx3EmKmUaxnFkjY7mAr9ttu8E/qCZk5qMNEIjmIhaRZnkPJr3a6U9K8Gm2sCWZWF9QfvOsCNRGqwmYnMZIPYlWAk7lcytpmNt6+WaSHHhOxuFZEuVp+UwbPFB+1zK2o2WFRW0+RBpfkXkPzA+jEFlUu4L35PoWZRcy/ocVq8sHlc0n5Sy72o9tIJGkVJWfPB64HoROUNVi2PJHMdxnElBFR/GwyLy18ByO15VPXnPcRxnElHlhXE98CPgB9Tw+TjNZzI7s1vlfqM+zNask3R0a99tTE1pvKxh2uZg8kjNHzbJyybnDe73XGCySMI2I7OROV/aGyJy1B4ZSnJYBzjEz+J625kvcQDbUFobbmydyOmc0uREe61V60KIbOpUtmaosp7ZURLiCWFcGi5rx51RYtKzc+8r+ayKkidHs6xHI6jywuhS1Q83fSaO4zhOS1PlhfFfInKuqn636bNxatLqUkczaRUJrKjfhHVQA+w/OEiSh041pTemxo7t9r3BcZz2duiyzmMjtTcizLKsG10qZfeTOrOt1L7IHJMmvxUVAdyXOI6tNL76E0kfCaMtFUn9KfY5pT29I+3GnLvekOWiXuprNhWHADf7O9xMi0SV0iB/SvbS2CsiO0Rkp4jsGPIox3EcZ0JRpfjgrKHGOE6zSCWksfLnFCXuzU+S3/ac+4KB5SPbuweWpb12mCYMDs0tsumnEnzV0thW8p22qNhfYMedZ6TvNYnmEZW5ML2r7XNJ52uvNbivdriPsg508f3H927Ln7zyArs9HtdXULCx6vesyBeRUqaxWKr2Xx8OY1reXDJ+X0T+Jl8/VEReWuXkInKFiGwSkXvNtnkicpOI/Cr/XbNEpohclI/5lYhcVPWGHMdxnOZQxYfxJeAA8BvA3wG7gH8FTq1w7NeALwJfN9s+AvxQVT8lIh/J1yOnuojMAz4GnEKW8vQzEblBVeMaxM6koxX8OdZ3cGsSGdRhtApLW0ccYDhzQ9AqUom7qBxGqhFYe3+ZzT1KfjPnTn0JHRTb3Yuw10r9BTb6y/bSnpVcZ81DYdlqByl27qmPwCburTZlSDoS7chK8HZcSj2lPNKIrMJxZedrQGHCZlLFh3Gaqv4xsBcg/6ddnLZpUNXbgC3J5vOAK/PlK4Hzaxz6WuAmVd2SX+8m4HVVruk4juM0hyoaxn4RmUJe3EBEFpJpHPWyWFU3AqjqRhFZVGPMMuBJs74+3+Y4LUXcyhSWzH56YHnelLCvTWI/hT0uLYdRJMVaOz3AKy+oFsljo5Bskx9bGgNgzbVh2ZbnnrYotrMXlf5O8yssU0qiqez80nu0WlXVyKUyivI1UkbqK2uE760sQrCsJMtYt2j9ArASWCQi/wCsBv6xaTPKkBrbanoNReRiEblLRO7q7q5tDnAcx3FGTpUoqatE5GfAq8n+kZ+vqveP4JrPiMiSXLtYAmyqMWY9cLZZPwS4pWB+lwKXAixdurQ4FMVxhkHV/I/9s2PZxjZNmiZBgu3tif/UbIOilKjhkbHbp/Z4qxFUxeYy3NiVxJucGBaLWpkCzLLzKCmOaH0z9rppW9tbKc6QjvIySuz7VaVqK5k3ulhgoyX7svNF2tEo+j2qtmh9hqw8yE+AThEpLtk4NDcA/VFPF5GVHkn5PnCOiByUR1Gdk29zHMdxxoghNQwR+TvgncAjBLOQkkVNDXXsN8k0hQUisp4s8ulTwH+IyHuAJ4C35GNPAd6nqu9V1S35de/MT/VJVU2d547jOM4oUsXpfSFwlKpWyxIyqOrbCna9usbYu4D3mvUrgCuGe03HaQSl4ZPGlNGZhJI+tyd0o+vRakleZUUAK3fVK+mHUXTczDQk2Ja5MNujgn0kCXkmRPbMQQX3apfNSIlMVGfFz93eV5ScV/HzST/HonlU/bxbIax7KMa6NMi9ZE2UHMdxnElMFQ3jn4Cf59naA/F/qvrGps3KaSrjTWJqNewzu/HheN/MjhAi2267abfF8Ri23HdZEcB6Og5WTSBLnc/19C6IJPYLiqX54fSuthSVlU+T7uz5y65VVoK8iHr+RhrtUC8jfX71JB1WpcoL40rg08A9jCz/wnEcxxnHVHlhPKeqX2j6TJxRw7WKxtEzJ7bq/npzaCh04JigVbS1x7KW7Z+dUiSZVy18V9UeX5VBdn/j+yibn9WU7L40YS4qC56UDSlKrqv3O1xVq7DUI6WP5t9YWQJio+dR5YXxMxH5J7JwWGuSKu4m7ziO40w4qrwwTsp/23CQSmG1jjMRsRLngQ++rHDcVAk+jAP7pkT7euYW/+l1FWyvp2FSStWoqzLN4cyo4VHFwnxmXOpjqVquo+h86bXrmVOrlNFvdapker9qNCbiOI7jtDZVEvfmkCXcnZVvupUskW57MyfmOK1EVdt/T0+QkNf3huZC2puUEDG5Fmlr1KL2o2UtWqtKy5ZB1zXnKytuZ/0MRW1dy+aUzqeqVlGPdlT1fPWewzIZtJIqeRhXADvJEvguBHYAX23mpBzHcZzWo4oP4yhV/R2z/gkRWdusCTmO4zitSZUXxh4ROVNVVwOIyMuBPc2dluO0FkUmhm8/G6+3t4f0t8jNfSA2SW1+zxkDy/MvXxOfpKD6aGq6qRpma6maQFe1GmpkGkrGFV2rEeaaVnRSl5nMmplMN5pUeWH8IXBl7ssQsg5672zmpBzHcZzWo0qU1FrgxSIyO1/f0fRZOc444UDccI+ebdMHlveaaiBtu+Ow2j2Lg8aROo6rOoujfRXLgZQl0BU5n8uu2wgJOSoqWEdiXaPmYRlph7xGO9RbhSpRUnOBdwDLgXaR7Iuuqu9v6swcx3GclqKKSeq7wO14LSnHAWKJuO34eJ9MDz6MJ/tCqfMD0+M/nVmPF5+/Htt/1ZDTsmKB9rioSF/FMN16/Qr1ahUjpdG+hEZrIq1IlRfGdFX9UNNn4jiO47Q0VV4Y/yYifwD8F3EtKe+A50xKbFnwaUvjBkq6O/xJPbl//sCy9MVRUr3Tw/qg4n4j7NFcNXGvTBMpk/pHKhVX7ZfebMbKzzDetApLlRfGPuAzwEeJW7Qe2axJOY7jOK1HlRfGh4CjVfW5Zk/GccYDNqpp5+FxsQSZESTzx3sWDCx3bInHte+NGyo1k3qaBjWa0WwoVHbdsZLuR9NvMdYtWu8Duht6VcdxHGfcUUXD6APWisjNxD6MusJqReQ44Gqz6Ujgb1X1f5sxZwPXA7/ON31bVT9Zz/Ucp9FYn0PPu2IfBltDBNUvdy0ZWO58OvZhzNwQWrlaDSCjsU1+olasZ41c4mz1hkKtcN2xpJn3XOWF8Z/5T0NQ1QeBEwFEZArwFLCyxtAfqeobGnVdx3EcZ2RUyfS+sonXfzXwiKqWRKU7juM4rUAVDaOZvBX4ZsG+M0TkF8AG4M9VtWLxA8cZPZbfGJuPHrkw/Emt2xRMUjqTQjo27U62NLZER6NNFFUL6U1Gc1ARE+VZVHF6NwUR6QDeCFxTY/fdwOGq+mLgXygxiYnIxSJyl4jc1d3tvnnHcZxmIaqjF94XXVjkPOCPVfWcCmMfA04ZKrR36dKleskllzRoho5TG1vA7+Hfmxftm7orOLcPGP19xlPx39n+2WHcwrV7o33WST3Szm/1nqNVGM9lNMYLK1asYMOGDTL0yBKTlIh8h5CoNwhVfWMdc7O8jQJzlIgcDDyjqioiLyXThDaP8HqO4zjOCCjzYXw2//1m4GDg3/P1twGPjeSiItIF/CZwidn2PgBV/QpwAfCHItJL1qzprTpWqpDjJNgy4Jseife17w1FBm35j7JEvSjsNaGsHHkRZZJ4I3phV6Weuae4VtFaFL4wVPVWABH5O1U9y+z6jojcNpKLqmo3MD/Z9hWz/EXgiyO5huM4jtNYqkRJLRSRI1X1UQAROQJY2NxpOc74YNfh8fpcU0dw0e2hPueWEw+Kxz0aEvdsu1aA8w7ZWfNa9fomqpYjr4cyH0O9WoXTulR5YXwQuEVEHs3Xl2NMSY7jOM7koEri3vdE5BjgefmmB1S1p+wYx5ksTNsaB5dM7Q4+DFtCZOqxp0XjbO7F/NSHUUcDpTK8VLfTKKom7r2EvEUrWX9vVPXrTZuV4ziO03JU6en9b8BRwFqyQoSQhdv6C8OZ9LQluva0bSEyKM6IviMat/NNRuNItA9IM7/7z9Ha+RWtPj9n5FTRME4Bnu9hrY7jOJObKqVB7iXLw3Acx3EmMVU0jAXAL0Xkp8T9MEaa6T2ucHXbqUVvUlSwqPeE7dKXYs1YzaYRyXRFobTj4W/CS42MjCovjI83exKO4zhO61MlrPZWEVkMnJpv+qmqbmrutFoPl0acWrTviteLNAkbYgswi2KNo6i8eSO+g1arqFdrHs9/C+N57q3AkD4MEbkQ+CnwFuBC4A4RuaDZE3Mcx3FaiyomqY8Cp/ZrFSKyEPgBcG0zJ+Y444FFX/pJtN5nVy4olmZHs2xG1dIgbt93hqJKlFRbYoLaXPE4x3EcZwJRRcP4noh8n9C74neB/27elBxn/LD9906P1l9/9K6CkTGNiFaqykh9Ex4h6PRTxen9FyLyZuBMQIBLVXVl02fmOI7jtBRVSoMcAXxXVb+dr3eKyHJVfazZk3OcVsc2SRoO46n0t2sUTj9VfBHXAAfMel++zXEcx5lEVHlhtKvqvv6VfLmjeVNyHMdxWpEqTu9nReSNqnoDgIicBzzX3Gk5zvhg/uVrovXVZnm8lc1wnKGo8sJ4H3CViPwrWVnz9cA7mjorx3Ecp+WoEiX1CHC6iMwERFVrNxx2nEnIWGoOnmjnjDZVSoMsFpHLgWtUdaeIPF9E3jPSC4vIYyJyj4isFZG7auwXEfmCiDwsIutE5OSRXtNxHMepnyomqa8BXyUrEQLwEHA1cHkDrv8qVS3yh/wWcEz+cxrw5fy34zg0V6tw7cWpRZUoqQWq+h/kobWq2ktSMqdJnAd8XTNuB+aKyJJRuK7jOI5Tgyoaxm4RmU/m8EZETge2N+DaCqwSEQVWqOqlyf5lwJNmfX2+bWMDrqO9UuQAAArwSURBVO04TgmuVTi1qPLC+BBwA3CUiPwYWAg0orz5y1V1g4gsAm4SkQdU9Tazv1YK7aC+4iJyMXAxwJw5cxowLcdxHKcWVaKk7haRVwLHkf0Tf1BVR9xTUlU35L83ichK4KWAfWGsBw4164cAG2qc51LgUoClS5cOeqE4zkTF/QzOaFMlSuotQKeq3gecD1w90oglEZkhIrP6l4FzgLRo/w3AO/JoqdOB7arq5ijHcZwxoopJ6m9U9RoRORN4LfBZRh6xtBhYKSL9c/iGqn5PRN4HoKpfAb4LnAs8DHQD7xrB9RxnwjFSrcLLljvDpcoLoz8i6vXAl1X1ehH5+EguqqqPAi+usf0rZlmBPx7JdRzHcZzGUSWs9ikRWUHWz/u7IjKt4nGO4zjOBKKKhnEh8Drgs6q6Lc+F+IvmTstxnGbjJihnuFSJkuoGvm3WN+K5EI7jOJOOKhqG4ziTGHeOO/24L8JxHMephGTBSBMDEXkWeHys59EEFjDxm1ZN9Hv0+xvfTOT7O1xVF1YZOKFeGBMVEblLVU8Z63k0k4l+j35/45uJfn9VcZOU4ziOUwl/YTiO4ziV8BfG+CAt/T4Rmej36Pc3vpno91cJ92E4juM4lXANw3Ecx6mEvzBaDBH5jIg8ICLrRGSliMw1+/5KRB4WkQdF5LVm++vybQ+LyEfGZubVEJG3iMh9InJARE5J9o37+0sZz3O3iMgVIrJJRO412+aJyE0i8qv890H5dhGRL+T3vG6k7RBGAxE5VERuFpH78+/nn+bbJ8w9NgRV9Z8W+iHrDdKeL38a+HS+/HzgF8A04AjgEWBK/vMIcCTQkY95/ljfR8n9HU/WjOsW4BSzfULcX3Kv43buNe7lLOBk4F6z7f8HPpIvf8R8V88F/pus4drpwB1jPf8K97cEODlfngU8lH8nJ8w9NuLHNYwWQ1VXqWpvvno7WadBgPOAb6lqj6r+mqxPyEvzn4dV9VFV3Qd8Kx/bkqjq/ar6YI1dE+L+Esbz3CM0a5+8Jdl8HnBlvnwlWYO1/u1f14zbgbl50dKWRVU3qurd+fJO4H5gGRPoHhuBvzBam3eTSTGQfXmfNPvW59uKto83JuL9jee5V2Gx5l0w89+L8u3j+r5FZDlwEnAHE/Qe68WLD44BIvID4OAauz6qqtfnYz4K9AJX9R9WY7xS+6U/pqFvVe6v1mE1trXk/Q2Donua6Izb+xaRmcB1wAdUdUfeFbTm0BrbxsU9jgR/YYwBqvqasv0ichHwBuDVmhtMySSYQ82wQ4AN+XLR9jFhqPsrYNzc3zAou6eJwDMiskRVN+bmmE359nF53yIylexlcZWq9rd0mFD3OFLcJNViiMjrgA8Db9SsF0k/NwBvFZFpInIEcAzwU+BO4BgROUJEOoC35mPHGxPx/sbz3KtwA3BRvnwRcL3Z/o48kuh0YHu/WadVkUyVuBy4X1U/Z3ZNmHtsCGPtdfef+IfM2fsksDb/+YrZ91GyqJsHgd8y288li+p4hMzsM+b3UXJ/byKTznqAZ4DvT6T7q3G/43buyX18k6xx2v7883sPMB/4IfCr/Pe8fKwA/5rf8z2YaLhW/QHOJDMprTN/e+dOpHtsxI9nejuO4ziVcJOU4ziOUwl/YTiO4ziV8BeG4ziOUwl/YTiO4ziV8BeG4ziOUwl/YThNQUQ+LiJ/3qBz3ZJWtm0kIvIBEemq47jLROT5Nba/U0S+2IB51X0eEflJ/nu5iPyPOo4/SUQuy5dH/FmKyAoReXnBvjeIyCdGcn5ndPAXhuPAB4CaLwwRmVJ0kKq+V1V/2bRZjQBVfVm+uBwY9gsD+GvgXxo2ITiNrJhmLW4E3ljPS9sZXfyF4YwYEXlH3hPgFyLybzX2nygit0vo8dHfU2BAcxCRBSLyWL7cKSLfysdfDXQWXPdUEflJft2fisgsEZkiWU+RO/PjL8nHnp1f71rJ+o1clWfpvh9YCtwsIjfnY3eJyCdF5A7gDBF5tYj8XETukawvxLQa83+XiDwkIrcCgyRpEWkTkcck7m/ysIgsFpGFInJdPuc7a0niInK4iPwwv6cfishh+fbF+TP9Rf7zsv57yA/9FPAKEVkrIh8UkR+JyInmvD8WkROSa80CTlDVX9SYxx+IyH/nn9EtIvJ5EblNsj4Sp4rItyXrHfH35pjjgYdUtU9E3i8iv8zv41sAmiWD3UJWDsdpZcY6c9B/xvcP8AKyzOwF+Xp/JuzHgT/Pl9cBr8yXPwn873z5FvIMWWAB8Fi+/CHginz5BLIijKck1+0AHgVOzddnk9VGuxj4n/m2acBdZP01zga2k9X8aQPWAGfm4x7rn3++rsCF+fJ0ssz7Y/P1r5MVphuYP1kvhSeAhfm8fgx8scaz+mfgXfnyacAP8uVvmLkcRlaeAuCd/ecBvgNclC+/G/jPfPlqM58pwJx8eVf++2zgv8wcLjLP/1jgrhrzfBVwnVn/OPDnwJ+QlcSYZu6/vz/En5LVUlqSP/f1wHzzeb47X95gjp9rrvF7wL+M9ffZf8p/XMNwRspvANeq6nMAqhr1TBCROWT/GG7NN11J1oynjLOAf8/Pt47shZNyHLBRVe/Mx+3QrI/IOWQ1ftaSlaeeT1aXCuCnqrpeVQ+QlX5YXnD9PrIidP3X+bWqPlQy/9OAW1T1Wc36XlxdcN6rgd/Nl99qxr0G+GI+5xuA2bmUbzmD7MUC8G9kpSwge/5fzp9Bn6puL7h2P9cAb5Cs0N67ga/VGLMEeDbZ9nbgt4DfUdUes72/NtY9wH2a9ZXoIXuZ9xfney3wvXx5HXCViPw+mSDQzyYyTc9pYbxarTNShPrLOvcSzKLTk31DnbPougL8f6r6/WijyNlk9av66aP4+79XVfvM+apQ5RmsAY4WkYVkjXj6zTZtwBmquieZ80ivN/gg1W4RuYmsAdCFZBpSyh4Gfx73AieSaWi/Ntv7n+kB4ud7AGjP/RJzVbW/kuvryV64bwT+RkRekL/op+fXdVoY1zCckfJD4EIRmQ9ZD2S7M5d4t4rIK/JNbwf6tY3HgJfkyxeYw24jM1EgIi8kM0ulPAAsFZFT83GzRKQd+D7wh7kEjYgcKyIzhriHnWRtOWvxALBcRI6uMf9+7gDOFpH5+XXfUutEqqrASuBzZGanzfmuVWTmHvI5n1jj8J+QaSWQPZvV+fIPgT/Mj5siIrMr3NtlwBeAO1ONMOd+4Ohk28+BS4AbRGQ4msCrgH7fUBtwqKreDPwlMBeYmY87luyl5LQw/sJwRoSq3gf8A3CriPyC7J9hykXAZ0RkHZmU+sl8+2fJ/rn/hMyH0c+XgZn5+L8kK3OeXncfmXnnX/Lr3kQmpV4G/BK4W0TuBVYwtCZ9KfDf/U7v5Dp7gXcB14jIPWSS81eSMRvJ7PxrgB8Ad5dc62rg94nNVu8HTskdwb8E3lfjuPcD78qfydvJfAbkv1+Vz+1nZD4lyzqgN3eIfzCf78+AHcBXa01QVR8A5qRmMVVdTebLuFFEFtQ6tga/RTBHTQH+PZ/rz4HPq+q2fN+ryKKlnBbGq9U6ziQj1xBuAZ6X+3NqjfkgsFNVLxvhte4GTlPV/SVjFgPfUNVXj+RaTvNxDcNxJhEi8g4yE9pHi14WOV8m9knUhaqeXPayyDkM+LORXstpPq5hOI7jOJVwDcNxHMephL8wHMdxnEr4C8NxHMephL8wHMdxnEr4C8NxHMephL8wHMdxnEr8P2fx5GndDCZDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist2d(f['clouds']['centroids'][:],f['clouds']['std'][:], bins = 100, norm= LogNorm())\n",
    "plt.xlabel('cloud centroid velocity (km/s)')\n",
    "plt.ylabel('second moment of cloud spectrum (km/s)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Remove spurious 'clouds' by placing a cut on the minimum acceptable number of Gaussians"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Ngauscut = 10\n",
    "Ngaus_threshold = f['clouds']['Ngaussians'][:] >= Ngauscut\n",
    "plt.hist2d(f['clouds']['centroids'][:][Ngaus_threshold],f['clouds']['std'][:][Ngaus_threshold], bins = 100, norm= LogNorm())\n",
    "plt.xlabel('cloud centroid velocity (km/s)')\n",
    "plt.ylabel('second moment of cloud spectrum (km/s)')\n",
    "plt.title('Only clouds with Ngauss > %d'%Ngauscut)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's create a map of the number of clouds in the velocity range that mostly hosts the Magellanic Stream"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4576 out of 4577\r"
     ]
    }
   ],
   "source": [
    "# Define an array to populate with values for each healpix pixel of the sky footprint\n",
    "Ncmap = np.zeros(hp.nside2npix(Nside_low))+hp.pixelfunc.UNSEEN\n",
    "\n",
    "# find unique pixels with cloud info\n",
    "uniquepix = np.unique(f['clouds']['hpxpix'][:])\n",
    "\n",
    "# Set the velocity range of interest (can be any set of values from -300 to 300 km/s)\n",
    "vmin, vmax = 50, 250\n",
    "\n",
    "# Select clouds within the specified velocity range\n",
    "cloud_centroid_in_range = np.logical_and(vmin <= f['clouds']['centroids'][:], f['clouds']['centroids'][:] <= vmax)\n",
    "\n",
    "# Set a lower limit on the number of Gaussians that a cloud can have and still be considered non-spurious\n",
    "Ngauscut = 20\n",
    "# Select clouds above this threshold\n",
    "clouds_above_Ngauscut = f['clouds']['Ngaussians'][:] >= Ngauscut\n",
    "\n",
    "# Count number of clouds in each healpix pixel\n",
    "for ii,ipix in enumerate(uniquepix):\n",
    "    \n",
    "    # Find the indices where clouds of this pixel exist in the original dataset\n",
    "    clouds_in_pixel = f['clouds']['hpxpix'][:]==ipix\n",
    "    \n",
    "    # Select only clouds that satisfy all cuts\n",
    "    condition = np.logical_and(np.logical_and(cloud_centroid_in_range,clouds_in_pixel), clouds_above_Ngauscut)\n",
    "    \n",
    "    # Count the number of clouds in this pixel that satisfy the cuts\n",
    "    N = len(f['clouds']['hpxpix'][:][condition])\n",
    "    # Save the value in the Ncmap array\n",
    "    Ncmap[int(ipix)] = N\n",
    "    \n",
    "    # Keep track of progress\n",
    "    print '{0} out of {1}\\r'.format(ii,len(uniquepix)),"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gUTZt1FsYPUUr221tj5yqOEZxLHF9C7c3UO47/eIB4SkFwt2/fsPWmdHqOYgZZNF+ayUMo8VtUY886Bwr3xWCAJtX7TByF5eEQcwai/obK2EYESEjPEphcN1GNUJQ4LuFQri9hRWnXxw+J7I/FmuQSIhpZ9F/QyUMo2PAYI56FFJIGPztFgy5kdzyImI0VpeZED2z6EVBjJgWyeiSaWn8Qz2DKjdSrDfQ5D7rLlgoewnqLYhpRt9OqLfQO6MUAp/EwHGIFRvuHox9VN3D/Ys8HuEE00NDVv0AtPtMXIGQWIhpQt/CHAnDhGjr3kmIGbjDSkNDTJuw8dTVA2XX1aOt60zCICaNvoEOEoYx4RvSVGFIDCKnMBBEjvQSRjIyye0tRLKwKjAtJom+cR5TLwzzlFMoZYZx1T6XxNZ4pZvIwe1ZbDxmGQBg4zHLwm4ixw2VVBfXldSgF6H0GmIcSBQCTK0wzIMg1L2HUG8gNaDsTSyLGe1UYShYfg3L7S372VAZA/Mdeoql+LGGQhAkDGLUSBTE6El1+7QVPdcQx7ZzYrEG/5yxklDPgqVrNo2tWmJxIlGIMLW9hVmjSxwgZWRRrGVe02JPmbxW9AqAwd6C30sIktK7qZhpXcVXn35v+bfYVg9C9IVEYZYY51DPCRIy2E1SUsTOK2IDdazYcHcpCL4w7H3OPcH7lELhCpm/nUhMdNy6FGLgUgiDKxZnLt9x6PgsEnq/YjRIFMRoSRSxWFZSf19q2ZtfeciAIS4EwTWsofuPjZoEfX7cI1ZvYNDYu9uFIISEwd3nbteRem7deVUC5R/zBaFJfUVzJAoRtDLb+KgSBKBZYDiWYqJw/7huIBe/dR46v8ptVCcqG49ZVs51cCe7bTxmWbAHEytv07UrBl7fv3Zl9J4r991cbteJRbFd1SL3jXFd6z10H78u/nE/oO4e++rT75UgjAGJghg9Vb2FQCrqEEnDPlevKs/Zsp+VxnYSi/24ht69vzsJrgmuSFUJATAsFDEhBIDlL/huue3GKoDMIMcExBUE9zz/XH+f36upMvLFMV8IY/cQ/SBRiKBAc89UjApacfrF0XQTQaFoEFdxDbIbD+gyRLUvXOGIxTtiwe6CYjTS0jWbyu3j/+pr5fG/fs750fL8Yy5VRjfWAwldlxrTOHP5jgPHY+4y995iNEgUxPjwhSEiFEn5iIDo0plVVM1fcM8JBZqrXFru69BkN3+uQ8jo+cJQFUdwW8/uMNVCEI7d49Khfe55riD89XPOHzC2fsvcNexVRrmu9R56P3VuvVid3PvNcgB9GpEoiH4ZwczjSvePn6TOMcKxeEAKRa9i73PuSerFFPe988R7BgxnYQiXrtkUNKgpMQ7fmFaJxaduPDi4vxCEUB3e940jo+VVUbip6gx6qC6uQDW53hcHPwahUUrdkSiIdvjj8KvG5acOx6waTeQnoYv0EtwWfmj2cRNi7qaYqydlvkMIt7UcEpfQjGog3HoGMmGIiYNPIQhFWbEyAQz1JureV4iQwFX1IFz8uvnn+DGROhSXCCNRiKDRRwFCxj7mwvHH57cUhrogcWwcfx3jDD7HXC6uUXO3U+vmBp1dg+lu+wJRZfRTBcENZMeMeko5qQKRQt1M77rYR1Pm2WUlUYigQHNOqBcQGP8fNGQ9pK1Iji84NE1614RYcryC+9euHDCuMV99U5cLMGhEQ0ITEoaYoX/fN46sdBu55Ve5vaqC1VVl1hFzt6WW1WQeRB2LLVPt4nq3DZm4MExTArxAXVwDWeDPNUhZe6COVCPvGtq9z7mnfJ06pyCWB8mdU+ASclX5o3vcgG+onjFccfFb0L5BdFvu7nZIGIpr/UCzS5UguGUV1xV/mxjxql5JXau/KMsdeeXiD8mtCkiH9oW8BK4wzHMvAZAo1CJhqMc3cuN0zfiCEYoDuHMWNh6zLDiiaBx1DhlNX1BC4hIztn6wNrX34Rtzd9sto86Quz2N4tzir/s5+PU6do9LB+6dOgIpVI9UQSgoDHrsXr4gDL1eBOIgUZg2Oiwv2dv9E3Bn/caOD21HJpx1pVjlbGD5ywakBI7vPDFs5FzjHfOHV7WKUwm5oULDTv36+dcCwGt2ubHc/skxHxm6LjQ5zn0Pfs/lfd84cuC4O3KrqpyUujbBr7dvtP16F/cuzhtY3Ojkq6KCMKl5LeNCojAumhq/4vxxJMBLXKMgRLJvvKqchNFK0YR4ebkDy19GcA27j2/QQ+mqV+67uVGr1vXbb7p2RbI41E1YA7YKgisG7nyEmHFdf8AXAGTC4IqDf99U/LjE/WtXDjy7KqHx8Vv9TYLisfKL+/vvzR8WWwpCZGBE7Ps3j70FicI4qRrG6R8fZ138fTVpn1NdLU0mnw3QRggrnt3yazjg3oi19MfVAvSNfkxo3Ne+EXRHFLnGLeSPL64tBAEA3n/HHuX2a3a5ccC4NzHOrhvIP8931RXHQwFu/56+i6mKFMFxcYUUCHzuCb/Dee4tSBRq6GVo6jhb/U2oSu0caCmlEJrgFW3FVy1J6eyrnbwWyThaN2/Ab1EXbqQ/PuM7A4ajMDr+UMyCmD9/5b6boy32UKs81lL3jV5RZt18BLdOriAUFMKw+odHR+vgG3r3/YRiEwV+r8x/1oUwbNnPgoLg37NutFVbQiJauhMTG0TzNjppvt7NCBhboDnUOhmViOT3GviCh9ZqCJxXbA/kDjr94gHDP5Q+ItE9FZzn4NAoW6o3f6FqiKZr1Fxj5hqMnU/ZGneIuXdirh63/Kpx+j4h8YrNTfAFwhWSlftuHjD8e53zqnK72F9Xvl93YLDFH3LT+KOE3P2xobqh0VouvgDX9RL8Z1x8FrH7DMWX8u9hLB3KPPYYJArjoMnqYE0X0ukYmB5q+SRmNAUCvYIqv37i6mP+Ogh9jgpyDUibZS3999tmrkEKboC2TjhcsQsJnlvH1T88ekAQgLhxrGqF++/7zNOOGnjtPtsugeOU9BtVzyd0LFRm0RBIXYRpnCPWJoFEYVz4xrbp675IEZCKe/uGPyXAW1cmVq8a6CWEEs/VtchSltcEBuMLwFaj6CaFc1vdS9dsqsxDFCq/YNO1K4Llx3oL/spuqYQMeGGY3V6SK4q+cawbFRS7j19O1TBWv7cWmm/hC0xxfl2vxW+1131O/oipFEGo+g7Okwtpft7JPFCzkthQJtA+hnO6y0hG6uLHBcrthFhAajK7urUUQuX7xO7nuxxCQzpDr4tz3VnbRTl+orxiO+Y7d41QbGaz+z5dcXCNYsgH34Tifiv33VwKnz/c1D8/9OxCwXpfSGKpN1yKZ+W7gT5148HReR117z9FEFzuX7tyaOJjHX5vYZ56DRKFGSOYIrplryLV2AZp4GZqMz+h8kfWMD+SS5Nhl7GWZMxoxCactclC6gtQcc+qyWWx/ESh1zFSYiQFoedQl4sptK/OHVUVyPcJiVoVTUcuFfcITYCcl+GpEoUapi0xXtlK7yGvUF38onLSWZP7tKQy3pG4YlsM1xjEArR90Wf+I2BwNJTb8g/hG1TfaJ53wh9E6xOLDWzZzyqfeZ2rx6Xuede5sfxUJiGhavKc3Uy1KcxjsFmiUMPE01yk0EQgEkc5FT2Srt3i2uGoxf1i96kathq7Z4Vv2TUQZ552VCkIn7rx4LKF6ie1c8sKraGwedUOZU/CzzMUiiP49agidl5VIDhF2DZdu2JgRJXrDnMJCUMsx1Rxfih3UsqQUtfA3r92ZXQobkHd+6xzA/nP1j/fd0f631H/ea3Z9a7K+80KEoUEpkEY/GGfnVviqYvdpAaSe7p2YB2EqthF3b0jq6cBcUPrrr/gpmoot1+3vqxLVcru2IigupE4sZXdXNFp8n583PfVxIfu1iWWZDBG27kEvoumLseRWyf3MysIPaOqiYv++3Off9sBAbOCRCGRaRCGzqT2KFavGmuXOGRgGi3FGTGme79uffY30goGwj7wJvVtm/8/dp2bkTUkarHtulZz6P3XBUnvX7tyoDfRpGzfCPvB3IKUSXx+rMYvpypFScr3uG5WeyEIbT/rWUOi0ICpFQa3Jd1xyKlLl17CABUpNSoNbMKkt2ha7MB7rBMGn0JUgHhrOhb4rZuEBQy2fmNrQfu4Lqm/fs755czrH7z9w8FygepMslXrYbh12vmUZUPPKbaehI8vLLHAcVUdYpMPY4IQErzivqEYS9WQVL+udb2KWUei0JCpEYaq3EWhfZPKvNri/gMGuE29HUFI7ea7xmLzqh3CsQxvPoV7res7d9M/xILMbSZ11V1TpLJwl8psOrnLPxZaM8PHN4pVazdX5XcK3SdlhJG7L3lt7wra9pI1+khMBynDPd3Xqf75vifPBYaptnLDREQi+EPumCqjJNArcbNs+hPEioB1yjrJS9dsChpwP1Gebxzd1BlunqaQGyzUG/CD8VXPxXefpKxXXVCIcoqLyd9Xt56DGyMJ3aPqO5USh0nJbxW676wjUWjBVPQW6oz2pNdlKOpQgbsOguv/B5Du4nJGrEST77lDb9dv2Hpf/9piuy+3mUcov5Dra3djH35qZ5cU1xQQNt6uWyVk5NwAfYiQMMR6JaHkiKm4zyjUWwilHHHzcoVSZVe99nuU/nsKuYzmNZW2RKElUykMdYa0aU6lLrTonbg+/MoyY4LX4Hn4Cf1C2ynXujSd++DubzLJKtQDef8dewzkNapym4WMWWrenxh1RrQJVTOjgXqXoN8DjQlClTsu1AMp/s5bDMFHotCBqRCGUdJFGBLnFwwZYa9V3zlpYGTCWxuBdHsTbuDVdy24RsjtEbRZZMel6np31rRr0OqS64UMoztsNbTWw8ZjllUaxjpBqOoF+YSC1C6+mBX1Ck3qK+4ZEukmMRN/UMC8iYREoSNTJQwdVlBrVeaoCPUI6noGbWdd1wlQBSHXUwpVw1HdSXBVw0zd3kJdGo3Q3ARgULxSxvWnBo6rjGRouGnsecSy0oZGFqUInv8860Tan5jn3qeqzrOeHG+2az8lTJUw9EFXY9uFOhEKuYj6qGPMJdVCFAvjs/MpywaEI2ScY+sG+/hDM4FMGHxBGDDuFc8llqcJGG4ZV80vaCKGoVnfKZTBaqdX6fcIQlTFXtqkM6lbl3xekCgsBiaUuwhA+55GKGtrl95OVT1iy48mrOvgLy5UsPNRG4Pn1MZNcqryFcWoEoRQee7Y/5Shpz7F+w35+EPPyz0vxSi7ZfjPLSRG7nPyl9z03VBVczdC582bi6gKiUJPTEVvoUGyu8blNaVmneex1MGn5ZrQ0Zm/gbjJwAioms8glqOpThBiKbiDhssb+ptCzEXivw4JSOjaqp5HaKjn0Ht2n+/pF9f2Ttzrj93j0qgguKlMmhBaZa5gHjKmShR6ZOqEIfR6UvVIFYZR1zdFGEYxnNcRCNewNVllzaW2pR2pf6rbKGXym3td6izhOvdLVcoKYDB1fGjoafG6cKv5abhrewijyO47Y0gUemYqhWFStIlNtJlo16QeKec5BjyaRyeWWiTlXp5bqi6O4DOU3bPGJVX0XPy1ngtC+YRS7gvUG8C2i9AEW+Fe5t46V1chCKF1xUtqPi83B1VTZrW3IFEYAVMhDNNCX4HgLjQx2il1bZprKhF/FbbQ0FD//EIQQm6V4IJMDm4ywNjqaXWv60jN6VTUPSg8+ftwYzO+IKQm2xsg1qtO+A7EPpO6kWjTtj5LCInCiJhpYRjVbOhQuVWxhz7qMIqexwgYmCzlBqYrhoqu2HB39BmVLfTAMq6xfExAFqAtUmi0yc8Uo2roadU1PsWzCa0Q10iwGq4G2GYy3qymv5AojJCpE4a6ETijMMpN69E3HednDCVYq+slNMxS66faqKIqz0+oXJ82wzDd/E4FIePbZd1o//37Qlglfn7d/Ppt2c8yIalwZQ71YJx7hdZmKOqUsq64O2dhFnoJgERh8VFntEYlDKFyQ5PU/AllfdDGhRUxsGWru+VIpsprEV5YqFY4KnpDbgvdTdznJuIDmiWI81N+VwlCXSu+aX4kt9dTNZnOzSc1hBvT8V1sLXoLKS4yVxCmXRwkCiNmanoLrtGNHRs3TjC3cj3mNlRNRuv4fl1D0utIkyofd92a1DVlEUzaAAAgAElEQVTvKbY6HDBoOM887ajKGdJ+3qDQ0pux+9atS+ASmk288dTV0bJDrqbyfcWeTcI8lDpSRmlNuwj4SBTGwFQIQ19zDtqcm7gudGeaTFJLOWfUMYg2o7MSc0NVzQ0IuZEKA+0at1Cqja5rQvj3S8FfjhRIHypbEukBN62Hu500wznyuU6zUEgUxoQrDIeetP9khGJcvYTQbOQYbeczVN2zaaoM/zpPGEKtSLd3U2l8YvevMuwxYaoTkfy6jaeuHhhN5LpUqkYTVc0STg3ihnoQVZO8ghTzOSL1iQlCo0C29/yG4g4eTXoSTc6dRnGQKIwRXwimogeRQps5Bg2Me3SWahNXTyybaov6uNe5BjYWXBza10Vou66U510XM6JVi8aE8HsQVYSEoSuhrKf+sRCxWd7u37p06XVGvumzLCgEYdqEQaIwZqZKGPp06zQdiRPrTXTpzaT0SJr0Whxiboao+6GtUW8aZPfu47pZQusIFPtcgRvIMRQIzFal2khd8Ce5Fe8b7MDzdYWhzhg3DcynULeYUPReM4JEYQqYmh5DyCB1GLUDIH1BnLp7NRWGJj2HhECkS3Rmc1/ZZeueQ6ReriBUtdK7rIgWKrdKGKrqEWyBV3zOVQIQaq0Pva+6zyRw76q1FIL3iOybJSQKU8LUCENBn0atbVnjuC62dkO+XTlOPZT4bpwzuB0jFkv54KawSJmn4JbjG9ku7qCYQY+mwXDeW5WRrUrhPVBmi8+kThBcokOGE+87TS4kicJipi7I2+SH5BvD1BZ7SrlNr6mjid++YoTPJKlLYeFmUnWNmZsxNCUgGjLmK/fd3EggQi34oUmBDv7QU/d4aAW71Ml/AOoHGUTqFEq816XHNc1IFKaIqRiR1KcPdBzulKb08f4m0BNw7+23ru88MZz6ORQQjo2kqqIQgKI8f71of83opovouPWILa8Zo26lt2KU2ICIJiTBc6mcAzGHSBSmjKkQhlHep2UAddERixs4o6GArYJQ13KvWlfYbeGmpvJ2k+m5+K+rXFb+qB/3flXrQHda/axmRFshCFXvfZ4FAZAoTCVTF1/oi6azifsWhjbl+XUeh4Am1tNNW9G2de7jt5L9GcwhQnUITXzrexUz1zgHZ8U3IfFzreuZDFE1iME5Nk2/eYnClNLrlyTFGI/K2LVJtFeVkqNLPToy5IZIuWfT+yYO43Vb93WCULVSmEvI2IVmMLtDW+vuGaovgNo5AnW9gXLd5kg8wZ+fUTcXAYgH61tlYS2YprQyiUgUppi+5zTUGrRpSS09wnpsPGZZ+eP3ZyWPbcWsKrGIxWECo6GKv0Wqa2C4RV+71CW6tdxDQec6QWgqBHUB3bpA88D9It8t/7dRt45EGato+uwin7tGH4nWzLQwVM0T6DLyqem9MZzHJuWa8vwmvYUqqlqMicN6C0FwhaEgtOZAgd+SLp5ByDD7PZFj97g0OjehqSCkPstGI4wcgr0j/7uQ16FTj6AtU9hrkChMOYUIdBIDZ8RKSje6V5oM6ZzQD6RybYK6FNpV1AXWY8cS929etcPAGsRuKohRGTZfDDZdu6IUDb/HsGU/G3TJRIxxgbtcaHCBnQaCUKbO9pcq9WeAe4H7EHVrJzTqLUxLb7wCicIM0IcbaexiEKPOUI54YR8/JbPbAm1idOoWfqmk5wluZ5521IA4+HMTClJz9MR6C74ghDKoVhrYinUMqhbKSV2T2TfOUUHI//bV42u1hnPg858WF5JEYUaZptEKnZlQ62koXUVoopxn+Cc+QSmvW6x1Ghrx49bZXQu5Lm2Ej7vOgitCofv6w0t9mj7H2vkLftZTX7T9yWkBUUrpMfjUCkJVipfi75S5kCQKM0xTYZia3kKIthlNW5RfmYogwXUzaWFoExj2xaHOCFYd811WqSOFAATjR8W9CjdU1YpqwfkL3kgm//Op6hHE6u4+n1gqjjrhc+tWyZS5lCQKM85c9RhGTVvDHku1MYEfs2vgYi4v11CHDFrde08VBP/cuvUaQvXw71WXn8mfmwAgKU9S0sCCnDYjtILi0kIQpsGFJFGYA+ZGGPrKc9Ry7YRWx2cAXxhcAxeLPTQhlJQuJBD+/UOt65SZxGUcKKHn6/cSQsa97v2mzMsYouX3Zhp+yxKFOWEqVnbrg1ELQtd8TKNI0NeAkCGsy94ZSj7XZnRS1TVVQ0aLnEZV7pa6+RS1cx0Cbqm61n1fbkC/V9aWafnNShTmmGn5kk0Vs5QQr4ZQiz8mECnpp11CAtBHryJ0XWxuQ5XYlT2A2FwSz0DXTYArejZV9fJpu+JajGlwHQEShblipnsIfZE63HVKDHsb3FZyqjA0WRugoGqGcSyJXnE8VlbovinrQDeJCdQJQuqxgiLOEUqfHWXKRhQ1QaIw58ylSNTlFKobQTTDglDgu0/8VmuT5HPudXWjkmoXs/GoKiskAn4Kjyo2v/KQVi6jOiEICZg/q7vr5LppRqKwCJibeAPQvQXWlyC0SXbXx7VuGTm+yyPFoKakdPANX22PwJnrERpZ5BtbP3jrz4D261Yci8UvQoJQd07KNVVus+jKbzPc8JAoLBL6Tq43cSb5o+vLNdBFVFA/Gzs0cc0fIRQjZAjrZhS71I1w8lNy++e0WRvZJyYI0SVAE8odZQ9hWn6TvYgCyYdH9u/VR/miH2ZeGGbYT1vSR1yj5rrS2EXmZRSt+KoWcJ1/v8ylFRAkf4ST35NZfg0r5yMkxT9qnkFKL6LqGj8dSkFoHkYf2XWn6bfYV0/hKpJHujtI/gWAS3oqX4yIafoyJjMtvYSm9egz0O0kOYwdj93HbfFXLTUZMoqhdBPuJLK6FNS+sb5/7crabK5D9488uyaZVNsYcj/hX18rsE3bb7AvUXgZgI+R/BDJvUmeD+BVAA7vqXwxQqbtSxml50RyUVyfv7/tn9eExEXjU3CNbyivf5M1iV1CQzVjr+vyD8XKLv7WzV4Ghg3vwOvA/foM9rp5onxBiAXcQ7Os61h38lUD/yZNL6JgZucDeBKAQwFcC+A2AAeb2exGW8TiJJZErWpZxbpzXHxhG6FLLJTzJ9RCTvWTpwwZrZplXBWTCI359+tQZj1t8cxG1Xsoy+2psTINDbS+Ygo7AvgHADsDOBXAUQCO76NsMR6m4cs4DTQZD98rDQzdxlNXJ53nrziW8n5CKShSlvMciFmcfvFQzKJpemnfvz+UBrugwzDjNimvl67ZlLaSnEYf4QoASwGsMrM3InMbvYbkV3sqX4yBuRq62oKiZe0v01lLlYupjoZGrRCEqhE9IdxeQ13SukIQYhPNhtY/LoxkxToFlVlOPZKGdzZ8zm0E3r2mcHUNubxSF5BKYFp+b32JwlvM7MVmdicAmNkPARyMzJUkZoiZH6HUloiRGVo9rENZUVKNSEW5viB0SZNeNeqmzsXjC0JdjMKnVhCqjHADYxzrJVSJR50grDj94tbPfZp+Z33FFD4X2Hevmb2+j/LFeFmswpAyaSmZVGGIBbXhGVhn5biq+i1ds6nSMBXiUS5Xec49tem33X3uXx/XoIYm0TUWhDpaxmNWbLi7rFvqZ+wOvW0TTK5i2n5frUWB5OnO9tmxf/1UU0yamRCKjpPBgMEWdl9DDpvWYWhop/e+QvVy3Rsh982K0y8e6k2EWv0xw9xk4lvo2lbnNF3DuuLc2HDVtplf+2Iaf0ddegr/4Wz/pOKfmBPmShhCcwacFbwKQ7D3Ofe0F4e6usTmLTjbdesIuy3dlCGeQDj20NbtUTWaqVOgvo+JfaElOh1Cn2tdNtWhfR16C1P5+0EHUTCzdzvbJ8f+9VNNMU34AempoMmPMxQUrmqVpizE4wpLUx934NpQJlQ3tlHnRgqtSVyIhpvcbfOqHZLq6c5g7utYQZvZx43WN26ZXjvEvKW0CNFb7iOSh5P8KMmv5n+f1VfZYnqY2i9zm6GJVeemTpSLtUybCkJBzdKShTDceeI9QxOqhq4LjAby00A3HbaaupRlLFFc3euh8rv47StGhLURhCAzPPQ0Rl/zFF4P4LMAbgfwVWST1z5N8g19lC+mm6kRiiaGuOmPOeX8lAluVWVGAs7AYC/hzhOHZ/lGM4dWuJ+GDGFDA+z2UAoj6/ZgYuP5Y4voDMwRCaTFHiL0OSa+Bz8XVCtmfOhpjL56Cm8AcLiZvcnMPmRmb0Y2V0GisEiY9i96L1QNj6xLhdEkvuDgp6D2ewehNRT8632C6bUDmVfrygGqR+8MDOWN+PeLcypb7m3ngIySORUEoN/U2Ru919cD6DCmT8waMxGI7kJV7qOY+6pND8NpAVfNkShcQakZQIOGPdAr8YUhtVUd6i0M0dbdkioIHdfgDuWR6otZ+T30JQpvB3AGyceT3J7kPgBOB3ASyYXiX0/3ElNM8cX3/848HQKajY7VGLUiSLzp2hWNxtj7tDV8/lyEuqGpbcb0V83MbttbqFo7odHs9ZbM0u+gL0P9fwC8CNkM5l8B+DGAY5EJw/0AHsj/ikXAWHoMfaxe1oQuMYXUgHViyzY09DTVoIUCu7FrU1Ypi5UdW48AQPk+Q8N9KwUhlcjIpKr6NxaEBt+9WRIEoD9ReKzz73GR14/r6V5CbGWSwpASU+hINBFcKhXppVMNYdcWdKrobNnPyp6QH0yPMu7GQUNmTRCA/tJc3Jjyr497idlkpL2HiFHYeOrq5IyiSWW7KShW7bB1ZE/fRskxdJtfeUhwEZoU100Tn3pdr6C2l+BPflu/YWi4a9V9fVdYqDdUxlfazEmJkBqcHyLx2U7TOgmpyM8vxkav8YaqBWsCE7c64eckSlnxrEl5kZQWoXrH4giVhsyrU2rLPZWhNQUCieIGqBhuC2yNm7j1aZyUMJ9zUbVsaIg+BWFWkSiIsVLXY2gkFL77psagNqZimGjtfRIX6CnTddeMy3d7BcmL2CdO2mrSWq4dqlojCFVptVMYWo6zh9XsylFWKak+EgWhSD3v/psVJApi4vT9g3EXji8MTmORaOB2GDC0sbUVmqTW8MvMaWI8h0gwZnWt5MoEcQ2McErqC//cIiAdHO5aM4FtrIslYTbjCC59prnYheTuJHfpq0yxeHBbU617CxWs2HB3O99/QoK1Fadf3Hx0kpfjKHWyWEEojUTtmsmBOsYMdF0aiKbBagDJPSEg7CZLSkwYSBOS5DbqsZcwbWsuN6WTKJBcSvJ/kbwVwGYANwDYTPIWku8iubSPSorFRyO3UsxYJ/qRa8tsOyGq6txIuu4q33mV22horH1NPZs8l+Rzq0Q30nqPuW5ckeiSDylpFbeUz3eOZzD7dO0pfBjAIcjmJDwCwLYAVgI4DsDq/LgQragMTIdmATuMK7dNKJvp0LUpfu/1GyoFISXtc+39MJgWvCuNyvHWNfDrNAqG5mD0kY67AbMoCEB3UfgzAGvM7CIzu83MHjCz283sIgBH5/+EaE1lj6FGGIbommLBH9kUWPcgmoo6lFo7Qmwd45hf3T231k3muVdSA8ruvYbu1xJ/tnMxJ6Nuyc/WM8dT6ZgqA5hdQQC6i8K9AHaNHHtkflyIfnEM29CPL9Fl0+ZeLlU+92hQO1S3yHwE11XkzxROxhexmvcfm92cHDdoEt+J0CmYXkfx/lMzqy5CQQC6i8LfAfgWyXeSfD7J55A8muQ7AHwTwP/uXkUhBjn0iAcH//bxI2whGL1NXnOuDxnF1PQS0RXBYsYwco+q1BdRg15nQOvEtcjS2ocrqcJVVVWXUBmLkU6iYGanAjgeWRqL/wngQwDehiylxUvN7H1dKyhEiEIQyteuMDT9QdelvU65Fg2WaQwci60xUNB4WGVsBbiKEUgFoTpUuoxaCELq8NdQ/ToFmseQEmOWRx4BPQxJNbMLzOxYMzvAzPbO/x5rZhf0UUEhUhlYJtQTDQC1xqtJ6oqkSV+hWERFua4xrvWre/Xuglu2v3JaLX22qL3eQl8B8SraZHFNZVbdSJ1FgeTDSb6S5GkkP57/fSXJh/dRQSGaUo5WcoQhKBLIXEBDeX46zoaudeOE6rFqh6g/PVUQGvv+Awa9d59+xXtunXqiJyEKPq+exGFWBQHoPk/hWcgW1zkuL+sWAEQ2RPU6kn/YuYZCNGBotJIrDIk/1NSRN6H9yYu0RAybn+huy34WHapaeZ+67KGeMPjvOamn0jKOkHS9N7kv+Z6x+za5rqMwzLIgAN17Cu8HcIKZHWZmrzGzt5nZa83sDwCcgCzGIMREqRIGd9x+Vcs11iJvlVwu0FIPxRTcuoSEIXnxnIbrFif1FupG8LRZKc2/rk2PoEoQ8r/+xLlxp8GYdrqKwh4Avho59rX8uBBTRUpLLmU8ftVqXgPnx4K+HiF/fmXOH+eelYFZoPPKZ0mTwJq0tBMzt1Zdk0QPOZ+aMstBZqC7KFwC4J0kBz7R/PU78uNCTB3uLOlYvAGIj7qpmqcwJAihbWDAeFbNZq4ThOB9Y9TMXSgEqVIYqmIjKfGYiCBEhSF1VboEMarL6RSqX1tmVRi6isJLAfw+snxHV5P8HsmrAGwCcCiAl3StoBCjIjZayd1es+td5etWyznGxuc7xtMXhCr3TWodgrGPkMF2DGDjNQu8clq19lev6qelHpvd7glgrcuox9FUsxpb6DpP4UYz+z0AqzA4T+HJZvZ7ZvbTHuooxFg49IgHSwFYs+tdWLPrXeWxmBFxXT2pwjCQEsOjKhFck9XQ6rKeVqWX3nTtiuDKZ3X3rCV1repRlD3mCWuzKggAsE0fhZjZdQCu66MsIaaRNbvehbW37lQKxdpbdxo6J9l94+C2zmOzmWsNfIN6VJW3/BqmzU8ITYBzeiGhe1RmHy1a8H0Z5dQ0Fj5Nc2lFmGVBALoPST3M2V4g+SaSl5K8jOTbSC7pXkUhpgO357Bm17sGAsO1ghCZ+dxkXkBdsLuqDrFUGLEYQPLkNQy7pZIEoScDPFSGH8MJxCOCLqSEtSd8QiuqzbogAN17CucBeGi+/VYALwJwSv76bQCWADi54z2EmEqO3/IrnLl8Rxy/5VfAEcC6CxZK99O6C/L2Vt4SriI2JyDFVVO3OE+w1V5Tl9Cw2IFhnKtXbR3e2Wai3ygEoQv+yLDQHI+KOs6DELh0FQX323wcgD8zs6sBgOQVyERDoiDmluO3/Krc9oPV5egTr/VaZUibjCZacfrFtbOki79VKbJ98UlyIxUpKQLXD1DlynHEZaK4WXePeBDrvAQ9hx7xIHDEfBn+KrqOPnK/OQ8rBAEAzOzHAH6nY/lCzDxdZ1IXDLiKarKJxoLStcM/c2JurdjKbm0C7pMUhNBERTf7rvtvsdFVFJaR/FeS/wpge5LlZDWSjwAw+oxWQkwpA0NenXkRRWzCH+FUZ4BSx9TXGfxUYSjOqVv7uS7DK4CxZCcV/dBVFE4AcEb+79UYdCcdCOCTHcsXYqYJCQMwHLT2xaEqmV9VPqCmQ0br0mYH14WuWZ9hKCFg21xEfeHdP9QDWIw9ghidYgpmdlbFsa8D+HqX8oVYbNRldl2z611YF7m2qSD4QeSYIGzZz2pHSe19zj3pk98mLAihbbGVzqmzAYDkLpH9j+mjfCEWO27r1nVFlTQ0tFXxi0IMKpf+zIezukKUPLzWDzaPyLVUlTFXxOk6T2EfktcAuI3kf5J8gXfKj7qUL4QI4wtDzDVVvHb3+YJQHHONenFOIQxFLqSUrLDJmWNHGGeQILSna0/hNACfB/BwAH8J4B9Jvtk5PsJVuIUQwFYD6ItB9PwaA7n8Gg4Y8JX7bg6eVwhHisGtdW0VPYa2KbgdalfgE5V0FYWDAZxsZneY2VoAqwG8mOS7uldNCNEUd2ST+7fY9oXDzfUEDM67cI8DWW/BTRDYBD9+kdSSTxCElBnFEoZmdBWFBwGUSWDM7GYAzwRwJMl/6li2EKIDVT2H0AgcX0iK4//lku0G/lZdU/wtjX/AIKeM/Eky9nOYYmIa6CoK3wPw39wdZrYJwOHIeg0dcvEKISZFnSuqSlRirNhwd9LQW3+N7VDcJLYtutNVFP4GwNBKEma2BcCzkK23IISYcUK9hBh+T8P/W0WbXkRsn2hH13kK1wEAyW3N7D7v2F0kv9KlfCHEbBKLXXRFxn/09DJPAcAPSA5EhUgeCeDKnsoXQggxBvoShQ8B+DbJvyW5I8mPAPgogJf3VL4QQogx0IsomNmHATwNwPEAfg7gUQBW5akuhBBCzAh9pblYAPDnyFJlnw/gIGRzGIQQQswQvazRDODfAPwGwIFmdiPJowB8guSXzOwve7qHEEKIEdNXTOFLAP7QzG4EADP7GoBVAB7ZU/lCCCHGQC89BTP7u8C+zQD+rI/yhRBCjIfOokDyOcgCzE9ElvLiLgBXA/iEmV3YtXwhhBDjo5MokHwdgL9FNvz0XAB3AngogCcDOIvke8zstM61FEIIMRa69hT+Blks4cfe/i+S/AyAbyFLry2EEGIG6Bpo3gHALZFjP4MS4gkhxEzRVRTOBfAVks8iuZLktiRXkHwWshFJX+heRSGEEOOiqyi8Cln67LOQzWT+NYBfADgbwHoAf9GxfCGEEGOka5bU+wC8BcBbSC4HsCOAX+Wps4UQQswYvcxTILkPnCGpJK8q0moLIYSYHboOSd0dwDnIhqD+BFuHpO5F8goALzSzn3aupRBCiLHQNabwCQDfBbDCzJ5kZoea2SoAj8j3n9mxfCGEEGOkq/vo6QCODKy6djfJEwHc3rF8IYQQY6RrT+EmAH8cOXYUALmOhBBihujaU3g1gHNJvh7AFdgaUzgAWeBZCfGEEGKG6NRTMLNvAtgL2TyF+5HFEh7IXz/ezC7qXEMhhBBjo/OQVDO7DVlCPCGEEDNO1yGpNDNzXh8C4E8BEMA/m9l3O9ZPCCHEGOkaaL6z2CD5pwAuQDareRmA80g+v2P5QgghxkhX9xGd7bcAOMbMzgcAkmsBvAfA5zveQwghxJjo2lMwZ/uxyHoKBRfm+4QQQswIXXsKDyF5ivN6ZwB35NvLMCgaQgghppyuovBpALvl218BsAe2isJzAVzZsXwhhBBjpGvq7JdWHDsX2SI8QgghZoSuMQUhhBBzRCdRILkjyQ+RvILkp0nu5R2X+0gIIWaIrj2F9wLYE8DbkS3D+X2Sz3SO79mxfCGEEGOka6D5vwLYz8zuBPAlkl8F8DmSx5vZ17pXTwghxDjp2lPYHsBvihdmdiGA5wH4eD6bWUNShRBihugqClcBOMzdYWbrARwJ4P3I5ioIIYSYEbqKwrsBPMzfaWaXA3g2gLM7li+EEGKMdJ2nEI0bmNlVAF7WpXwhhBDjRfMUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClIxMFEheRPIdJHcZ1T2EEEL0yyh7Ct8BsCuAb47wHkIIIXqk63KcUczs5FGVLYQQYjT00lMgeVhk/4v6KF8IIcR46Mt9dC7J95BcCgAkl5M8B4B6C0IIMUP0JQpPBnAAgEtJngDgSgBbADylp/KFEEKMgV5EwcxuAbAmL+90AOeb2f8ws7v7KF8IIcR46CumcACAywBcD+BPABxO8jMkl/dRvhBCiPHQl/vomwD+0czWmNl5yNxJ9yBzIwkhhJgR+hqSerCZXV+8yN1GJ5B8Xk/lCyGEGAN9xRSuj+z/ch/lCyGEGA+tewokrzGz/fLtmwBY6Dwz273tPYQQQoyXLu6jVzjbx3WtiBBCiMnTWhTMbJ2z/Z1+qiOEEGKS9DUkdVuSp5C8juTd+d93kNyuj/KFEEKMh75GH30YwL4AXgvgRgB7AHgLgEcDeFlP9xBCCDFi+hKFNQD2MrMt+esfkbwEwEZIFIQQYmboa/LazwAs8/ZtD+DWnsoXQggxBvrqKXwSwNdJvh/AzQB2A/CXAM4meXhxkpld1NP9hBBCjIC+ROF/5H/f6u1/Vf4PyOYxPK6n+wkhhBgBvYiCmT22j3KEEEJMlk4xBZI3kTyd5BqSO/RVKSGEEJOha6D5aQAuAfBiADeQvJDk60ju071qQgghxk0n95GZ3QrgDABnkNwGwGEAjgKwluS2AL6W//uWmf2ma2WFEEKMlr6GpMLMHjCzi8zsjWb2BADPBnAtgNfk/4QQQkw5fY0+GsLMbgDwwfyfEEKIGaCTKJD8D+Qps81Mw02FEGLG6dpTeGYflRBCCDEddA0039hXRYQQQkye3gLNQgghZh+JghBCiBKJghBCiBKJghBCiJKuuY8Oc7YXSL6J5KUkLyP5NpJLuldRCCHEuOg6JPU8AA/Nt98K4EUATslfvw3AEgAnd7yHEEKIMdFVFOhsHwfgz8zsagAgeQUy0ZAoCCHEjNA1pmDO9sMKQQAAM/sxgN/pWL4QQogx0rWnsIzkv+bb25Pco5jQRvIRAO7uWL4QQogx0lUUTvBeu+6kA5Gt3SyEEGJG6Jrm4qyKY18H8PUu5QshhBgvI52nQPIxoyxfCCFEv4x68tqPRly+EEKIHhm1KDxxxOULIYTokZGKgpndNMryhRBC9MvIRIHkEpInjqp8IYQQ/TPKnsI2AE4aYflCCCF6pusazR8fVdlCCCHGT1fD/ecAzgBwe+CYMqQKIcSM0VUUrgRwgZl92T9AcjsAb+5YvhBCiDHSNaZwZkUZ90MZUoUQYqbomubigxXHfguJghBCzBRajlMIIUSJREEIIUSJREEIIUSJREEIIUSJREEIIUSJREEIIUQJzWzSdRBCCDElqKcghBCiRKIghBCiRKIghBCiRKIghBCiRKIghBCiRKIgFh0ktyf5HZLBNT9IHk3SSD41f70nyV+T/GH+7yOJ99md5DdIXkPyRyT3zPc/luQlJK8jeQ7JbfP9ryb50n7epRDtkCiIxcjLAHwxz+Q7AMmdAD3/QTQAAAhZSURBVLwWwCXeoZ+Y2QH5v1cl3udsAH9vZvsBeBqAX+T73wPgVDN7PIA7AJyQ7/94fm8hJoZEQSxGjgXwz5Fj7wDwdwDu7XIDkk8AsI2ZXQgAZvYrM7uHJAEcDuAL+alnAViTn3MPgBtIPq3LvYXogkRBLCpyV83jzOyGwLGnANjNzM4LXPpYkpfnbqdnJNxqHwBbSH4xv+7vc3fVwwFsMbMH8vNuBvBo57rLAKSUL8RI6LocpxCzxgoAW/ydJBcAnArg+MA1twLY3cxuI3kQgLUkn2hmv6y4zzbIjPtTAPwUwDl52UNL1wJw0wr8AsDv1r8NIUaDegpisfFrANsBAMl3FcFjADsB2B/At0neAGA1gC+TfKqZ/cbMbgMAM/sBgJ8g6wmUkHy6E4h+HrIewOVmdn3eK1gL4EAAmwEsJ1k0yB4D4BanqO3yOgoxESQKYlFhZncAWEJyOzP7n07w+E4zW2Fme5rZngDWA3iemV1GcmUxUonk4wA8HsD1+euzST7NzC5xyvoygEsB7EJyZX7rwwH8yLJkY98CcHS+/yUYjG/sA+Cq0T4FIeJIFMRi5BsADm1w/mEANpC8AlmA+FVmdnt+bBUy99IA+cimNwL4JskrARDAR/PDbwLwepIbkcUYznAu/X0A/9KgbkL0irKkikVHHlB+vZm9uGM5DwVwhpk9f5rqJUQXJApiUULyZQDOCs1VmBQk/wjAdaGRUUKMC4mCEEKIEsUUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBClEgUhBBzBcmLSBrJl3r7/5zkvSSXTqpus8A2k66AGC0ruKvdx/tAAM5/AIu/7r7ANouSnO2h8wAbOBfeNvNz/P2D51hwf1G+tz/xWO1989fBewdeW005A3etPdfKbXrHnKdRflT5U3bOt4HjHDhu5W2yfZZvu9cM7yvLKI7RBsreWq555wfO8e9ZHt9a/6wMDny1ilfF/h9s+M0FZvZcpPMUALcAeD6ATzj7DwRwpZnd36CsRYdEYc65D7/B6m2eCy4QWLIEIMElS4CFBWeb2eviHwksWQC4sPVYvs9IYAlzC0JYvm0LC8ACsr/E1v0EsEBYeS5gC/n+JflfZ58tIC8P5b+inGw7359fA3e/d055LpDVjcPH3PL8sobPtfz9oPxb7iNgC7bV4uXbxT6Wx/LXtHIfFwykYSF/vcDsNWlY4hxboGEJH8w/igfL87bhg9nffN82zP4uFPtg2Gbht86xB7E0/7tAw1L+dujvEj6Yv34QS2Dl9lL+Fkvw4MA5S5CVtS1/iwU8iG35ABZgzuus3Oy6ojzL/wJLQCwlsQDm2wtYwAKWcgkWsIAlu163IvX7TnIvAMsBvBXAaSSXm9mW/PBBAH7Q+se0SJD7SAgxTxwE4AFkPYSbAfwJAJAksh6ERKEGiYIQYp44CMDVZnYvgHMBHJ3v3xvAzqgQBZJ/TPIDfVSC5AUk9++jrHEj95EQYp5wXUTnAvgOyYfm++8DcFXFtasAXNFTPX4XwI97KmusqKcghJgnXBfRJQB+AeB5yILMV5nZfQBAcjeS/0zycpJXk3wsgCcD2JAffyLJ75G8iuRXSC7L919OcmW+fRDJc/PtJ5BcR/IKkq8DcLuZPZAfe0V+3ZUkvzS2J9ES9RSEEHNBbtgfhlwUzMxIfhGZC2mnYj/JbQF8DcBrzexbJHcGcC+A/QFcRXI7AJ8DcJyZXU7yvQCOJ3k6gF3MbFN+yyfl528D4OMAXm5mV5H8HPIeB8ldALwawEFm9gDJ5WN4FJ2QKMw5d+GOqy+8/zP3TroeQnRgu8TziiCz6wL6AoBvIHMdfS7f998AfN/MvgUAZnZnLgQ0s7tJvhDAv5jZ5fn5PwbwKAD7ANjolL0KwMUA/hTAZWZWuKauBXBHvv0AstFQ7yF5ppldmfheJoZEYf6518yeOulKCNEWkpclnnoQgB/lQeaCfwOwBcAjAfy/fN+TAHzfu3Z/AFfn2/sBcI33kwB8Nz/HjUk8FcBHARyLQSE6CMB7AcDM7iL5JABrAHyW5Ilmdm7i+5kIiikIIeYCM3uLmT3Z2/egme1qZjSzS/PdP0dm4EFygeTD4cQTkE182zc/vgrAswF8GZlr6tf5/tXIjP91AG5zynsWgOdia2zi8Wb2SzM7G8A3kd7rmRjqKQghFhtnImu1Xw3gfmQ+/1UALsqPfxLAOSSvBPBLAC8ws9+QPB/AeST3ROYiui6PE3wSwPkkL0fWk7jZiTu8LReQewCsB/DZcbzBLtDM6s8SMwvJV5rZ6ZOuhxBt0Xd4vEgUhBBClCimIIQQokSiIIQQokSiMKeQfC7Ja0luJPnmSddHiDaQXE7yCyR/TPIakodMuk7zjmIKcwjJJQD+HcAfIcsUeSmAF5nZjyZaMSEaQvIsAN81s4/lM5GXOamwxQhQT2E+eRqAjWZ2fZ7r5bPIUwgLMSvkiewOA3AGAJjZfRKE0SNRmE8eDeAm5/XN+T4hZonHAdgE4BN5QrmPkdxh0pWadyQK84m/+CPgrDgpxIywDbLsph82s6cAuBuA4mMjRqIwn9wMYDfn9WOQTd0XYpa4Gdns4Evy119AJhJihEgU5pNLATye5GPz4NwLkeVuEWJmMLOfAbiJ5L75rmcB0GCJEaPcR3NIno/l1QAuALAEwMfN7Oqay4SYRl4D4FN54+Z6AC+dcH3mHg1JFUIIUSL3kRBCiBKJghBCiBKJghBCiBKJghBCiBKJghBCiBKJghBCiBKJghBCiJL/D/PEUl/TxhoQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 417.6x460.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hp.gnomview(Ncmap,rot = [-45,-60,0], reso = 1.5, xsize = 2500,\\\n",
    "               nest = True, title='Number of clouds in high velocity range', unit = '$N_{clouds}$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
